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ORCIDBibTeX records: Kristian Kersting
@article{DBLP:journals/ml/ZecevicDK24,
author = {Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Structural causal models reveal confounder bias in linear program
modelling},
journal = {Mach. Learn.},
volume = {113},
number = {3},
pages = {1329--1349},
year = {2024},
url = {https://doi.org/10.1007/s10994-023-06431-9},
doi = {10.1007/S10994-023-06431-9},
timestamp = {Sat, 16 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/ZecevicDK24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/OchsWBKD24,
author = {Daniel Ochs and
Karsten Wiertz and
Sebastian Bu{\ss}mann and
Kristian Kersting and
Devendra Singh Dhami},
title = {Effective Risk Detection for Natural Gas Pipelines Using Low-Resolution
Satellite Images},
journal = {Remote. Sens.},
volume = {16},
number = {2},
pages = {266},
year = {2024},
url = {https://doi.org/10.3390/rs16020266},
doi = {10.3390/RS16020266},
timestamp = {Wed, 31 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/remotesensing/OchsWBKD24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-05821,
author = {Quentin Delfosse and
Sebastian Sztwiertnia and
Wolfgang Stammer and
Mark Rothermel and
Kristian Kersting},
title = {Interpretable Concept Bottlenecks to Align Reinforcement Learning
Agents},
journal = {CoRR},
volume = {abs/2401.05821},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.05821},
doi = {10.48550/ARXIV.2401.05821},
eprinttype = {arXiv},
eprint = {2401.05821},
timestamp = {Thu, 25 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-05821.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-16092,
author = {Felix Friedrich and
Katharina H{\"{a}}mmerl and
Patrick Schramowski and
Jindrich Libovick{\'{y}} and
Kristian Kersting and
Alexander Fraser},
title = {Multilingual Text-to-Image Generation Magnifies Gender Stereotypes
and Prompt Engineering May Not Help You},
journal = {CoRR},
volume = {abs/2401.16092},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.16092},
doi = {10.48550/ARXIV.2401.16092},
eprinttype = {arXiv},
eprint = {2401.16092},
timestamp = {Tue, 06 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-16092.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-16852,
author = {Felix Helfenstein and
Jannis Bl{\"{u}}ml and
Johannes Czech and
Kristian Kersting},
title = {Checkmating One, by Using Many: Combining Mixture of Experts with
{MCTS} to Improve in Chess},
journal = {CoRR},
volume = {abs/2401.16852},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.16852},
doi = {10.48550/ARXIV.2401.16852},
eprinttype = {arXiv},
eprint = {2401.16852},
timestamp = {Tue, 06 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-16852.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-04814,
author = {Roshni Kamath and
Rupert Mitchell and
Subarnaduti Paul and
Kristian Kersting and
Martin Mundt},
title = {{BOWLL:} {A} Deceptively Simple Open World Lifelong Learner},
journal = {CoRR},
volume = {abs/2402.04814},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.04814},
doi = {10.48550/ARXIV.2402.04814},
eprinttype = {arXiv},
eprint = {2402.04814},
timestamp = {Wed, 14 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-04814.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-06434,
author = {Florian Peter Busch and
Roshni Kamath and
Rupert Mitchell and
Wolfgang Stammer and
Kristian Kersting and
Martin Mundt},
title = {Where is the Truth? The Risk of Getting Confounded in a Continual
World},
journal = {CoRR},
volume = {abs/2402.06434},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.06434},
doi = {10.48550/ARXIV.2402.06434},
eprinttype = {arXiv},
eprint = {2402.06434},
timestamp = {Fri, 16 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-06434.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-08280,
author = {Antonia W{\"{u}}st and
Wolfgang Stammer and
Quentin Delfosse and
Devendra Singh Dhami and
Kristian Kersting},
title = {Pix2Code: Learning to Compose Neural Visual Concepts as Programs},
journal = {CoRR},
volume = {abs/2402.08280},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.08280},
doi = {10.48550/ARXIV.2402.08280},
eprinttype = {arXiv},
eprint = {2402.08280},
timestamp = {Mon, 19 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-08280.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-08511,
author = {Cedric Derstroff and
Jannis Brugger and
Jannis Bl{\"{u}}ml and
Mira Mezini and
Stefan Kramer and
Kristian Kersting},
title = {Amplifying Exploration in Monte-Carlo Tree Search by Focusing on the
Unknown},
journal = {CoRR},
volume = {abs/2402.08511},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.08511},
doi = {10.48550/ARXIV.2402.08511},
eprinttype = {arXiv},
eprint = {2402.08511},
timestamp = {Mon, 19 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-08511.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-09132,
author = {Lukas Struppek and
Minh Hieu Le and
Dominik Hintersdorf and
Kristian Kersting},
title = {Exploring the Adversarial Capabilities of Large Language Models},
journal = {CoRR},
volume = {abs/2402.09132},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.09132},
doi = {10.48550/ARXIV.2402.09132},
eprinttype = {arXiv},
eprint = {2402.09132},
timestamp = {Mon, 19 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-09132.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-12921,
author = {Maurice Kraus and
David Steinmann and
Antonia W{\"{u}}st and
Andre Kokozinski and
Kristian Kersting},
title = {Right on Time: Revising Time Series Models by Constraining their Explanations},
journal = {CoRR},
volume = {abs/2402.12921},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.12921},
doi = {10.48550/ARXIV.2402.12921},
eprinttype = {arXiv},
eprint = {2402.12921},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-12921.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-14123,
author = {Hikaru Shindo and
Manuel Brack and
Gopika Sudhakaran and
Devendra Singh Dhami and
Patrick Schramowski and
Kristian Kersting},
title = {DeiSAM: Segment Anything with Deictic Prompting},
journal = {CoRR},
volume = {abs/2402.14123},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.14123},
doi = {10.48550/ARXIV.2402.14123},
eprinttype = {arXiv},
eprint = {2402.14123},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-14123.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-15404,
author = {Maurice Kraus and
Felix Divo and
David Steinmann and
Devendra Singh Dhami and
Kristian Kersting},
title = {United We Pretrain, Divided We Fail! Representation Learning for Time
Series by Pretraining on 75 Datasets at Once},
journal = {CoRR},
volume = {abs/2402.15404},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.15404},
doi = {10.48550/ARXIV.2402.15404},
eprinttype = {arXiv},
eprint = {2402.15404},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-15404.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-03281,
author = {Sahil Sidheekh and
Pranuthi Tenali and
Saurabh Mathur and
Erik Blasch and
Kristian Kersting and
Sriraam Natarajan},
title = {Credibility-Aware Multi-Modal Fusion Using Probabilistic Circuits},
journal = {CoRR},
volume = {abs/2403.03281},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.03281},
doi = {10.48550/ARXIV.2403.03281},
eprinttype = {arXiv},
eprint = {2403.03281},
timestamp = {Wed, 03 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-03281.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-17844,
author = {Michael Poli and
Armin W. Thomas and
Eric Nguyen and
Pragaash Ponnusamy and
Bj{\"{o}}rn Deiseroth and
Kristian Kersting and
Taiji Suzuki and
Brian Hie and
Stefano Ermon and
Christopher R{\'{e}} and
Ce Zhang and
Stefano Massaroli},
title = {Mechanistic Design and Scaling of Hybrid Architectures},
journal = {CoRR},
volume = {abs/2403.17844},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.17844},
doi = {10.48550/ARXIV.2403.17844},
eprinttype = {arXiv},
eprint = {2403.17844},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-17844.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bise/PfeufferBSASBHRKH23,
author = {Nicolas Pfeuffer and
Lorenz Baum and
Wolfgang Stammer and
Benjamin M. Abdel{-}Karim and
Patrick Schramowski and
Andreas M. Bucher and
Christian H{\"{u}}gel and
Gernot Rohde and
Kristian Kersting and
Oliver Hinz},
title = {Explanatory Interactive Machine Learning},
journal = {Bus. Inf. Syst. Eng.},
volume = {65},
number = {6},
pages = {677--701},
year = {2023},
url = {https://doi.org/10.1007/s12599-023-00806-x},
doi = {10.1007/S12599-023-00806-X},
timestamp = {Wed, 24 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bise/PfeufferBSASBHRKH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/BlumlCK23,
author = {Jannis Bl{\"{u}}ml and
Johannes Czech and
Kristian Kersting},
title = {AlphaZe{\({_\ast}\)}{\({_\ast}\)}: AlphaZero-like baselines for imperfect
information games are surprisingly strong},
journal = {Frontiers Artif. Intell.},
volume = {6},
year = {2023},
url = {https://doi.org/10.3389/frai.2023.1014561},
doi = {10.3389/FRAI.2023.1014561},
timestamp = {Tue, 19 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/frai/BlumlCK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/YanOPKN23,
author = {Siwen Yan and
Phillip Odom and
Rahul Pasunuri and
Kristian Kersting and
Sriraam Natarajan},
title = {Learning with privileged and sensitive information: a gradient-boosting
approach},
journal = {Frontiers Artif. Intell.},
volume = {6},
year = {2023},
url = {https://doi.org/10.3389/frai.2023.1260583},
doi = {10.3389/FRAI.2023.1260583},
timestamp = {Tue, 19 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/frai/YanOPKN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/SkryaginODK23,
author = {Arseny Skryagin and
Daniel Ochs and
Devendra Singh Dhami and
Kristian Kersting},
title = {Scalable Neural-Probabilistic Answer Set Programming},
journal = {J. Artif. Intell. Res.},
volume = {78},
pages = {579--617},
year = {2023},
url = {https://doi.org/10.1613/jair.1.15027},
doi = {10.1613/JAIR.1.15027},
timestamp = {Wed, 29 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jair/SkryaginODK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/StruppekHFBSK23,
author = {Lukas Struppek and
Dominik Hintersdorf and
Felix Friedrich and
Manuel Brack and
Patrick Schramowski and
Kristian Kersting},
title = {Exploiting Cultural Biases via Homoglyphs in Text-to-Image Synthesis},
journal = {J. Artif. Intell. Res.},
volume = {78},
pages = {1017--1068},
year = {2023},
url = {https://doi.org/10.1613/jair.1.15388},
doi = {10.1613/JAIR.1.15388},
timestamp = {Sun, 24 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jair/StruppekHFBSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/ShindoPDK23,
author = {Hikaru Shindo and
Viktor Pfanschilling and
Devendra Singh Dhami and
Kristian Kersting},
title = {{\(\alpha\)}ILP: thinking visual scenes as differentiable logic programs},
journal = {Mach. Learn.},
volume = {112},
number = {5},
pages = {1465--1497},
year = {2023},
url = {https://doi.org/10.1007/s10994-023-06320-1},
doi = {10.1007/S10994-023-06320-1},
timestamp = {Tue, 12 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/ShindoPDK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/natmi/FriedrichSSK23,
author = {Felix Friedrich and
Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
title = {A typology for exploring the mitigation of shortcut behaviour},
journal = {Nat. Mac. Intell.},
volume = {5},
number = {3},
pages = {319--330},
year = {2023},
url = {https://doi.org/10.1038/s42256-023-00612-w},
doi = {10.1038/S42256-023-00612-W},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/natmi/FriedrichSSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/NatarajanK23,
author = {Sriraam Natarajan and
Kristian Kersting},
editor = {Martin Mundt and
Keiland W. Cooper and
Devendra Singh Dhami and
Ad{\`{e}}le H. Ribeiro and
James Seale Smith and
Alexis Bellot and
Tyler L. Hayes},
title = {Never Ending Reasoning and Learning: Opportunities and Challenges},
booktitle = {{AAAI} Bridge Program on Continual Causality, 7-8 February 2023, Washington,
DC, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {208},
pages = {71--74},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v208/natarajan23a.html},
timestamp = {Tue, 14 Nov 2023 09:13:46 +0100},
biburl = {https://dblp.org/rec/conf/aaai/NatarajanK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/HammerlDSLR0K23,
author = {Katharina H{\"{a}}mmerl and
Bj{\"{o}}rn Deiseroth and
Patrick Schramowski and
Jindrich Libovick{\'{y}} and
Constantin A. Rothkopf and
Alexander Fraser and
Kristian Kersting},
editor = {Anna Rogers and
Jordan L. Boyd{-}Graber and
Naoaki Okazaki},
title = {Speaking Multiple Languages Affects the Moral Bias of Language Models},
booktitle = {Findings of the Association for Computational Linguistics: {ACL} 2023,
Toronto, Canada, July 9-14, 2023},
pages = {2137--2156},
publisher = {Association for Computational Linguistics},
year = {2023},
url = {https://doi.org/10.18653/v1/2023.findings-acl.134},
doi = {10.18653/V1/2023.FINDINGS-ACL.134},
timestamp = {Thu, 10 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl/HammerlDSLR0K23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/comad/RamananOKN23,
author = {Nandini Ramanan and
Phillip Odom and
Kristian Kersting and
Sriraam Natarajan},
title = {Active Feature Acquisition via Human Interaction in Relational domains},
booktitle = {Proceedings of the 6th Joint International Conference on Data Science
{\&} Management of Data (10th {ACM} {IKDD} {CODS} and 28th COMAD),
Mumbai, India, January 4-7, 2023},
pages = {70--78},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3570991.3571001},
doi = {10.1145/3570991.3571001},
timestamp = {Sun, 15 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/comad/RamananOKN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/SchramowskiBDK23,
author = {Patrick Schramowski and
Manuel Brack and
Bj{\"{o}}rn Deiseroth and
Kristian Kersting},
title = {Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion
Models},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2023, Vancouver, BC, Canada, June 17-24, 2023},
pages = {22522--22531},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/CVPR52729.2023.02157},
doi = {10.1109/CVPR52729.2023.02157},
timestamp = {Tue, 29 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/SchramowskiBDK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/FriedrichSSK23,
author = {Felix Friedrich and
Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
editor = {Kobi Gal and
Ann Now{\'{e}} and
Grzegorz J. Nalepa and
Roy Fairstein and
Roxana Radulescu},
title = {Revision Transformers: Instructing Language Models to Change Their
Values},
booktitle = {{ECAI} 2023 - 26th European Conference on Artificial Intelligence,
September 30 - October 4, 2023, Krak{\'{o}}w, Poland - Including
12th Conference on Prestigious Applications of Intelligent Systems
{(PAIS} 2023)},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {372},
pages = {756--763},
publisher = {{IOS} Press},
year = {2023},
url = {https://doi.org/10.3233/FAIA230341},
doi = {10.3233/FAIA230341},
timestamp = {Wed, 18 Oct 2023 09:31:16 +0200},
biburl = {https://dblp.org/rec/conf/ecai/FriedrichSSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/StruppekHK23,
author = {Lukas Struppek and
Dominik Hintersdorf and
Kristian Kersting},
title = {Rickrolling the Artist: Injecting Backdoors into Text Encoders for
Text-to-Image Synthesis},
booktitle = {{IEEE/CVF} International Conference on Computer Vision, {ICCV} 2023,
Paris, France, October 1-6, 2023},
pages = {4561--4573},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICCV51070.2023.00423},
doi = {10.1109/ICCV51070.2023.00423},
timestamp = {Mon, 22 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/StruppekHK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/SudhakaranDK023,
author = {Gopika Sudhakaran and
Devendra Singh Dhami and
Kristian Kersting and
Stefan Roth},
title = {Vision Relation Transformer for Unbiased Scene Graph Generation},
booktitle = {{IEEE/CVF} International Conference on Computer Vision, {ICCV} 2023,
Paris, France, October 1-6, 2023},
pages = {21825--21836},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICCV51070.2023.02000},
doi = {10.1109/ICCV51070.2023.02000},
timestamp = {Tue, 23 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/SudhakaranDK023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FriedrichSK23,
author = {Felix Friedrich and
David Steinmann and
Kristian Kersting},
editor = {Krystal Maughan and
Rosanne Liu and
Thomas F. Burns},
title = {One Explanation Does Not Fit {XIL}},
booktitle = {The First Tiny Papers Track at {ICLR} 2023, Tiny Papers @ {ICLR} 2023,
Kigali, Rwanda, May 5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=o7uGWBK6Uo},
timestamp = {Wed, 19 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/FriedrichSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BrackSDK23,
author = {Manuel Brack and
Patrick Schramowski and
Bj{\"{o}}rn Deiseroth and
Kristian Kersting},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {{ILLUME:} Rationalizing Vision-Language Models through Human Interactions},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {3021--3037},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/brack23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/BrackSDK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itsc/KohautFDEK23,
author = {Simon Kohaut and
Benedict Flade and
Devendra Singh Dhami and
Julian Eggert and
Kristian Kersting},
title = {Mission Design for Unmanned Aerial Vehicles using Hybrid Probabilistic
Logic Programs},
booktitle = {25th {IEEE} International Conference on Intelligent Transportation
Systems, {ITSC} 2022, Macau, China, October 8-12, 2022},
pages = {1506--1513},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ITSC57777.2023.10422083},
doi = {10.1109/ITSC57777.2023.10422083},
timestamp = {Thu, 22 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/itsc/KohautFDEK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nesy/ShaSKD23,
author = {Jingyuan Sha and
Hikaru Shindo and
Kristian Kersting and
Devendra Singh Dhami},
editor = {Artur S. d'Avila Garcez and
Tarek R. Besold and
Marco Gori and
Ernesto Jim{\'{e}}nez{-}Ruiz},
title = {Neural-Symbolic Predicate Invention: Learning Relational Concepts
from Visual Scenes},
booktitle = {Proceedings of the 17th International Workshop on Neural-Symbolic
Learning and Reasoning, La Certosa di Pontignano, Siena, Italy, July
3-5, 2023},
series = {{CEUR} Workshop Proceedings},
volume = {3432},
pages = {103--117},
publisher = {CEUR-WS.org},
year = {2023},
url = {https://ceur-ws.org/Vol-3432/paper8.pdf},
timestamp = {Tue, 11 Jul 2023 17:14:10 +0200},
biburl = {https://dblp.org/rec/conf/nesy/ShaSKD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/00010K23,
author = {Zhongjie Yu and
Martin Trapp and
Kristian Kersting},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Characteristic Circuits},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/6b61c278e483954fee502b49fe71cd14-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/00010K23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BellagenteBTFDE23,
author = {Marco Bellagente and
Manuel Brack and
Hannah Teufel and
Felix Friedrich and
Bj{\"{o}}rn Deiseroth and
Constantin Eichenberg and
Andrew Dai and
Robert Baldock and
Souradeep Nanda and
Koen Oostermeijer and
Andr{\'{e}}s Felipe Cruz{-}Salinas and
Patrick Schramowski and
Kristian Kersting and
Samuel Weinbach},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {MultiFusion: Fusing Pre-Trained Models for Multi-Lingual, Multi-Modal
Image Generation},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/ba8d1b46292c5e82cbfb3b3dc3b968af-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/BellagenteBTFDE23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BrackFHSSK23,
author = {Manuel Brack and
Felix Friedrich and
Dominik Hintersdorf and
Lukas Struppek and
Patrick Schramowski and
Kristian Kersting},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {{SEGA:} Instructing Text-to-Image Models using Semantic Guidance},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/4ff83037e8d97b2171b2d3e96cb8e677-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/BrackFHSSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DeiserothDWBSK23,
author = {Bj{\"{o}}rn Deiseroth and
Mayukh Deb and
Samuel Weinbach and
Manuel Brack and
Patrick Schramowski and
Kristian Kersting},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {{ATMAN:} Understanding Transformer Predictions Through Memory Efficient
Attention Manipulation},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/c83bc020a020cdeb966ed10804619664-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DeiserothDWBSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DelfosseSDK23,
author = {Quentin Delfosse and
Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Interpretable and Explainable Logical Policies via Neurally Guided
Symbolic Abstraction},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/9f42f06a54ce3b709ad78d34c73e4363-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DelfosseSDK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WilligZDK23,
author = {Moritz Willig and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Do Not Marginalize Mechanisms, Rather Consolidate!},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/bf73c283ed3108ee9f84da2e29bcc336-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/WilligZDK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DelfosseSRVK23,
author = {Quentin Delfosse and
Wolfgang Stammer and
Thomas Rothenbacher and
Dwarak Vittal and
Kristian Kersting},
editor = {Danai Koutra and
Claudia Plant and
Manuel Gomez Rodriguez and
Elena Baralis and
Francesco Bonchi},
title = {Boosting Object Representation Learning via Motion and Object Continuity},
booktitle = {Machine Learning and Knowledge Discovery in Databases: Research Track
- European Conference, {ECML} {PKDD} 2023, Turin, Italy, September
18-22, 2023, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
volume = {14172},
pages = {610--628},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43421-1\_36},
doi = {10.1007/978-3-031-43421-1\_36},
timestamp = {Wed, 20 Sep 2023 23:28:46 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/DelfosseSRVK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/SidheekhKN23,
author = {Sahil Sidheekh and
Kristian Kersting and
Sriraam Natarajan},
editor = {Robin J. Evans and
Ilya Shpitser},
title = {Probabilistic Flow Circuits: Towards Unified Deep Models for Tractable
Probabilistic Inference},
booktitle = {Uncertainty in Artificial Intelligence, {UAI} 2023, July 31 - 4 August
2023, Pittsburgh, PA, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {216},
pages = {1964--1973},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v216/sidheekh23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/uai/SidheekhKN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/VentolaB0MK23,
author = {Fabrizio Ventola and
Steven Braun and
Zhongjie Yu and
Martin Mundt and
Kristian Kersting},
editor = {Robin J. Evans and
Ilya Shpitser},
title = {Probabilistic circuits that know what they don't know},
booktitle = {Uncertainty in Artificial Intelligence, {UAI} 2023, July 31 - 4 August
2023, Pittsburgh, PA, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {216},
pages = {2157--2167},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v216/ventola23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/uai/VentolaB0MK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wassa/JentzschK23,
author = {Sophie F. Jentzsch and
Kristian Kersting},
editor = {Jeremy Barnes and
Orph{\'{e}}e De Clercq and
Roman Klinger},
title = {ChatGPT is fun, but it is not funny! Humor is still challenging Large
Language Models},
booktitle = {Proceedings of the 13th Workshop on Computational Approaches to Subjectivity,
Sentiment, {\&} Social Media Analysis, WASSA@ACL 2023, Toronto,
Canada, July 14, 2023},
pages = {325--340},
publisher = {Association for Computational Linguistics},
year = {2023},
url = {https://doi.org/10.18653/v1/2023.wassa-1.29},
doi = {10.18653/V1/2023.WASSA-1.29},
timestamp = {Thu, 05 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wassa/JentzschK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-08110,
author = {Mayukh Deb and
Bj{\"{o}}rn Deiseroth and
Samuel Weinbach and
Patrick Schramowski and
Kristian Kersting},
title = {AtMan: Understanding Transformer Predictions Through Memory Efficient
Attention Manipulation},
journal = {CoRR},
volume = {abs/2301.08110},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.08110},
doi = {10.48550/ARXIV.2301.08110},
eprinttype = {arXiv},
eprint = {2301.08110},
timestamp = {Thu, 26 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-08110.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12247,
author = {Manuel Brack and
Felix Friedrich and
Dominik Hintersdorf and
Lukas Struppek and
Patrick Schramowski and
Kristian Kersting},
title = {{SEGA:} Instructing Diffusion using Semantic Dimensions},
journal = {CoRR},
volume = {abs/2301.12247},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12247},
doi = {10.48550/ARXIV.2301.12247},
eprinttype = {arXiv},
eprint = {2301.12247},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12247.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-06544,
author = {Fabrizio Ventola and
Steven Braun and
Zhongjie Yu and
Martin Mundt and
Kristian Kersting},
title = {Probabilistic Circuits That Know What They Don't Know},
journal = {CoRR},
volume = {abs/2302.06544},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.06544},
doi = {10.48550/ARXIV.2302.06544},
eprinttype = {arXiv},
eprint = {2302.06544},
timestamp = {Mon, 20 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-06544.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-10893,
author = {Felix Friedrich and
Patrick Schramowski and
Manuel Brack and
Lukas Struppek and
Dominik Hintersdorf and
Sasha Luccioni and
Kristian Kersting},
title = {Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness},
journal = {CoRR},
volume = {abs/2302.10893},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.10893},
doi = {10.48550/ARXIV.2302.10893},
eprinttype = {arXiv},
eprint = {2302.10893},
timestamp = {Fri, 24 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-10893.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-09289,
author = {Lukas Struppek and
Dominik Hintersdorf and
Felix Friedrich and
Manuel Brack and
Patrick Schramowski and
Kristian Kersting},
title = {Image Classifiers Leak Sensitive Attributes About Their Classes},
journal = {CoRR},
volume = {abs/2303.09289},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.09289},
doi = {10.48550/ARXIV.2303.09289},
eprinttype = {arXiv},
eprint = {2303.09289},
timestamp = {Mon, 20 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-09289.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-07136,
author = {Felix Friedrich and
David Steinmann and
Kristian Kersting},
title = {One Explanation Does Not Fit {XIL}},
journal = {CoRR},
volume = {abs/2304.07136},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.07136},
doi = {10.48550/ARXIV.2304.07136},
eprinttype = {arXiv},
eprint = {2304.07136},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-07136.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-14918,
author = {Johannes Czech and
Jannis Bl{\"{u}}ml and
Kristian Kersting},
title = {Representation Matters: The Game of Chess Poses a Challenge to Vision
Transformers},
journal = {CoRR},
volume = {abs/2304.14918},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.14918},
doi = {10.48550/ARXIV.2304.14918},
eprinttype = {arXiv},
eprint = {2304.14918},
timestamp = {Thu, 04 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-14918.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-13206,
author = {Jannis Weil and
Johannes Czech and
Tobias Meuser and
Kristian Kersting},
title = {Know your Enemy: Investigating Monte-Carlo Tree Search with Opponent
Models in Pommerman},
journal = {CoRR},
volume = {abs/2305.13206},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.13206},
doi = {10.48550/ARXIV.2305.13206},
eprinttype = {arXiv},
eprint = {2305.13206},
timestamp = {Fri, 26 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-13206.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-15296,
author = {Marco Bellagente and
Manuel Brack and
Hannah Teufel and
Felix Friedrich and
Bj{\"{o}}rn Deiseroth and
Constantin Eichenberg and
Andrew Dai and
Robert Baldock and
Souradeep Nanda and
Koen Oostermeijer and
Andr{\'{e}}s Felipe Cruz{-}Salinas and
Patrick Schramowski and
Kristian Kersting and
Samuel Weinbach},
title = {MultiFusion: Fusing Pre-Trained Models for Multi-Lingual, Multi-Modal
Image Generation},
journal = {CoRR},
volume = {abs/2305.15296},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.15296},
doi = {10.48550/ARXIV.2305.15296},
eprinttype = {arXiv},
eprint = {2305.15296},
timestamp = {Tue, 06 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-15296.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-18398,
author = {Manuel Brack and
Felix Friedrich and
Patrick Schramowski and
Kristian Kersting},
title = {Mitigating Inappropriateness in Image Generation: Can there be Value
in Reflecting the World's Ugliness?},
journal = {CoRR},
volume = {abs/2305.18398},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.18398},
doi = {10.48550/ARXIV.2305.18398},
eprinttype = {arXiv},
eprint = {2305.18398},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-18398.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-01439,
author = {Quentin Delfosse and
Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
title = {Interpretable and Explainable Logical Policies via Neurally Guided
Symbolic Abstraction},
journal = {CoRR},
volume = {abs/2306.01439},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.01439},
doi = {10.48550/ARXIV.2306.01439},
eprinttype = {arXiv},
eprint = {2306.01439},
timestamp = {Mon, 12 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-01439.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-02090,
author = {Steven Braun and
Martin Mundt and
Kristian Kersting},
title = {Deep Classifier Mimicry without Data Access},
journal = {CoRR},
volume = {abs/2306.02090},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.02090},
doi = {10.48550/ARXIV.2306.02090},
eprinttype = {arXiv},
eprint = {2306.02090},
timestamp = {Mon, 12 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-02090.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-03542,
author = {Subarnaduti Paul and
Lars{-}Joel Frey and
Roshni Kamath and
Kristian Kersting and
Martin Mundt},
title = {Masked Autoencoders are Efficient Continual Federated Learners},
journal = {CoRR},
volume = {abs/2306.03542},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.03542},
doi = {10.48550/ARXIV.2306.03542},
eprinttype = {arXiv},
eprint = {2306.03542},
timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-03542.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-04563,
author = {Sophie F. Jentzsch and
Kristian Kersting},
title = {ChatGPT is fun, but it is not funny! Humor is still challenging Large
Language Models},
journal = {CoRR},
volume = {abs/2306.04563},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.04563},
doi = {10.48550/ARXIV.2306.04563},
eprinttype = {arXiv},
eprint = {2306.04563},
timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-04563.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-07743,
author = {Lukas Helff and
Wolfgang Stammer and
Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
title = {V-LoL: {A} Diagnostic Dataset for Visual Logical Learning},
journal = {CoRR},
volume = {abs/2306.07743},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.07743},
doi = {10.48550/ARXIV.2306.07743},
eprinttype = {arXiv},
eprint = {2306.07743},
timestamp = {Sat, 17 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-07743.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-08397,
author = {Arseny Skryagin and
Daniel Ochs and
Devendra Singh Dhami and
Kristian Kersting},
title = {Scalable Neural-Probabilistic Answer Set Programming},
journal = {CoRR},
volume = {abs/2306.08397},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.08397},
doi = {10.48550/ARXIV.2306.08397},
eprinttype = {arXiv},
eprint = {2306.08397},
timestamp = {Sun, 18 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-08397.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-08649,
author = {Quentin Delfosse and
Jannis Bl{\"{u}}ml and
Bjarne Gregori and
Sebastian Sztwiertnia and
Kristian Kersting},
title = {OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments},
journal = {CoRR},
volume = {abs/2306.08649},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.08649},
doi = {10.48550/ARXIV.2306.08649},
eprinttype = {arXiv},
eprint = {2306.08649},
timestamp = {Sun, 18 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-08649.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-00928,
author = {Hikaru Shindo and
Viktor Pfanschilling and
Devendra Singh Dhami and
Kristian Kersting},
title = {Learning Differentiable Logic Programs for Abstract Visual Reasoning},
journal = {CoRR},
volume = {abs/2307.00928},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.00928},
doi = {10.48550/ARXIV.2307.00928},
eprinttype = {arXiv},
eprint = {2307.00928},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-00928.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-04526,
author = {Rupert Mitchell and
Martin Mundt and
Kristian Kersting},
title = {Self Expanding Neural Networks},
journal = {CoRR},
volume = {abs/2307.04526},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.04526},
doi = {10.48550/ARXIV.2307.04526},
eprinttype = {arXiv},
eprint = {2307.04526},
timestamp = {Mon, 24 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-04526.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-09472,
author = {Gopika Sudhakaran and
Devendra Singh Dhami and
Kristian Kersting and
Stefan Roth},
title = {Vision Relation Transformer for Unbiased Scene Graph Generation},
journal = {CoRR},
volume = {abs/2308.09472},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.09472},
doi = {10.48550/ARXIV.2308.09472},
eprinttype = {arXiv},
eprint = {2308.09472},
timestamp = {Fri, 25 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-09472.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-09490,
author = {Dominik Hintersdorf and
Lukas Struppek and
Kristian Kersting},
title = {Balancing Transparency and Risk: The Security and Privacy Risks of
Open-Source Machine Learning Models},
journal = {CoRR},
volume = {abs/2308.09490},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.09490},
doi = {10.48550/ARXIV.2308.09490},
eprinttype = {arXiv},
eprint = {2308.09490},
timestamp = {Fri, 25 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-09490.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-13067,
author = {Matej Zecevic and
Moritz Willig and
Devendra Singh Dhami and
Kristian Kersting},
title = {Causal Parrots: Large Language Models May Talk Causality But Are Not
Causal},
journal = {CoRR},
volume = {abs/2308.13067},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.13067},
doi = {10.48550/ARXIV.2308.13067},
eprinttype = {arXiv},
eprint = {2308.13067},
timestamp = {Fri, 01 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-13067.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-13453,
author = {David Steinmann and
Wolfgang Stammer and
Felix Friedrich and
Kristian Kersting},
title = {Learning to Intervene on Concept Bottlenecks},
journal = {CoRR},
volume = {abs/2308.13453},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.13453},
doi = {10.48550/ARXIV.2308.13453},
eprinttype = {arXiv},
eprint = {2308.13453},
timestamp = {Fri, 01 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-13453.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-08395,
author = {Wolfgang Stammer and
Felix Friedrich and
David Steinmann and
Hikaru Shindo and
Kristian Kersting},
title = {Learning by Self-Explaining},
journal = {CoRR},
volume = {abs/2309.08395},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.08395},
doi = {10.48550/ARXIV.2309.08395},
eprinttype = {arXiv},
eprint = {2309.08395},
timestamp = {Fri, 22 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-08395.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-11575,
author = {Manuel Brack and
Patrick Schramowski and
Kristian Kersting},
title = {Distilling Adversarial Prompts from Safety Benchmarks: Report for
the Adversarial Nibbler Challenge},
journal = {CoRR},
volume = {abs/2309.11575},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.11575},
doi = {10.48550/ARXIV.2309.11575},
eprinttype = {arXiv},
eprint = {2309.11575},
timestamp = {Mon, 25 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-11575.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-06372,
author = {Lukas Struppek and
Martin B. Hentschel and
Clifton Poth and
Dominik Hintersdorf and
Kristian Kersting},
title = {Leveraging Diffusion-Based Image Variations for Robust Training on
Poisoned Data},
journal = {CoRR},
volume = {abs/2310.06372},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.06372},
doi = {10.48550/ARXIV.2310.06372},
eprinttype = {arXiv},
eprint = {2310.06372},
timestamp = {Tue, 24 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-06372.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-06549,
author = {Lukas Struppek and
Dominik Hintersdorf and
Kristian Kersting},
title = {Be Careful What You Smooth For: Label Smoothing Can Be a Privacy Shield
but Also a Catalyst for Model Inversion Attacks},
journal = {CoRR},
volume = {abs/2310.06549},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.06549},
doi = {10.48550/ARXIV.2310.06549},
eprinttype = {arXiv},
eprint = {2310.06549},
timestamp = {Tue, 24 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-06549.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-08320,
author = {Dominik Hintersdorf and
Lukas Struppek and
Daniel Neider and
Kristian Kersting},
title = {Defending Our Privacy With Backdoors},
journal = {CoRR},
volume = {abs/2310.08320},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.08320},
doi = {10.48550/ARXIV.2310.08320},
eprinttype = {arXiv},
eprint = {2310.08320},
timestamp = {Tue, 24 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-08320.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-08377,
author = {Moritz Willig and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Do Not Marginalize Mechanisms, Rather Consolidate!},
journal = {CoRR},
volume = {abs/2310.08377},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.08377},
doi = {10.48550/ARXIV.2310.08377},
eprinttype = {arXiv},
eprint = {2310.08377},
timestamp = {Tue, 24 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-08377.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-13581,
author = {Benjamin Hilprecht and
Kristian Kersting and
Carsten Binnig},
title = {{SPARE:} {A} Single-Pass Neural Model for Relational Databases},
journal = {CoRR},
volume = {abs/2310.13581},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.13581},
doi = {10.48550/ARXIV.2310.13581},
eprinttype = {arXiv},
eprint = {2310.13581},
timestamp = {Fri, 27 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-13581.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-01544,
author = {Bj{\"{o}}rn Deiseroth and
Max Meuer and
Nikolas Gritsch and
Constantin Eichenberg and
Patrick Schramowski and
Matthias A{\ss}enmacher and
Kristian Kersting},
title = {Divergent Token Metrics: Measuring degradation to prune away {LLM}
components - and optimize quantization},
journal = {CoRR},
volume = {abs/2311.01544},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.01544},
doi = {10.48550/ARXIV.2311.01544},
eprinttype = {arXiv},
eprint = {2311.01544},
timestamp = {Tue, 07 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-01544.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-13414,
author = {Yannik Keller and
Jannis Bl{\"{u}}ml and
Gopika Sudhakaran and
Kristian Kersting},
title = {From Images to Connections: Can {DQN} with GNNs learn the Strategic
Game of Hex?},
journal = {CoRR},
volume = {abs/2311.13414},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.13414},
doi = {10.48550/ARXIV.2311.13414},
eprinttype = {arXiv},
eprint = {2311.13414},
timestamp = {Thu, 30 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-13414.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-16711,
author = {Manuel Brack and
Felix Friedrich and
Katharina Kornmeier and
Linoy Tsaban and
Patrick Schramowski and
Kristian Kersting and
Apolin{\'{a}}rio Passos},
title = {{LEDITS++:} Limitless Image Editing using Text-to-Image Models},
journal = {CoRR},
volume = {abs/2311.16711},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.16711},
doi = {10.48550/ARXIV.2311.16711},
eprinttype = {arXiv},
eprint = {2311.16711},
timestamp = {Mon, 04 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-16711.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-07790,
author = {Zhongjie Yu and
Martin Trapp and
Kristian Kersting},
title = {Characteristic Circuits},
journal = {CoRR},
volume = {abs/2312.07790},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.07790},
doi = {10.48550/ARXIV.2312.07790},
eprinttype = {arXiv},
eprint = {2312.07790},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-07790.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/KordjamshidiRK22,
author = {Parisa Kordjamshidi and
Dan Roth and
Kristian Kersting},
title = {Declarative Learning-Based Programming as an Interface to {AI} Systems},
journal = {Frontiers Artif. Intell.},
volume = {5},
pages = {755361},
year = {2022},
url = {https://doi.org/10.3389/frai.2022.755361},
doi = {10.3389/FRAI.2022.755361},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/frai/KordjamshidiRK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/ShaoMVSPLK22,
author = {Xiaoting Shao and
Alejandro Molina and
Antonio Vergari and
Karl Stelzner and
Robert Peharz and
Thomas Liebig and
Kristian Kersting},
title = {Conditional sum-product networks: Modular probabilistic circuits via
gate functions},
journal = {Int. J. Approx. Reason.},
volume = {140},
pages = {298--313},
year = {2022},
url = {https://doi.org/10.1016/j.ijar.2021.10.011},
doi = {10.1016/J.IJAR.2021.10.011},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijar/ShaoMVSPLK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/PetkovicCPSKD22,
author = {Matej Petkovic and
Michelangelo Ceci and
Gianvito Pio and
Blaz Skrlj and
Kristian Kersting and
Saso Dzeroski},
title = {Relational tree ensembles and feature rankings},
journal = {Knowl. Based Syst.},
volume = {251},
pages = {109254},
year = {2022},
url = {https://doi.org/10.1016/j.knosys.2022.109254},
doi = {10.1016/J.KNOSYS.2022.109254},
timestamp = {Tue, 28 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/kbs/PetkovicCPSKD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/natmi/SchramowskiTARK22,
author = {Patrick Schramowski and
Cigdem Turan and
Nico Andersen and
Constantin A. Rothkopf and
Kristian Kersting},
title = {Large pre-trained language models contain human-like biases of what
is right and wrong to do},
journal = {Nat. Mach. Intell.},
volume = {4},
number = {3},
pages = {258--268},
year = {2022},
url = {https://doi.org/10.1038/s42256-022-00458-8},
doi = {10.1038/S42256-022-00458-8},
timestamp = {Sat, 10 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/natmi/SchramowskiTARK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/popets/WainakhVMKCZGKM22,
author = {Aidmar Wainakh and
Fabrizio Ventola and
Till M{\"{u}}{\ss}ig and
Jens Keim and
Carlos Garcia Cordero and
Ephraim Zimmer and
Tim Grube and
Kristian Kersting and
Max M{\"{u}}hlh{\"{a}}user},
title = {User-Level Label Leakage from Gradients in Federated Learning},
journal = {Proc. Priv. Enhancing Technol.},
volume = {2022},
number = {2},
pages = {227--244},
year = {2022},
url = {https://doi.org/10.2478/popets-2022-0043},
doi = {10.2478/POPETS-2022-0043},
timestamp = {Sun, 12 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/popets/WainakhVMKCZGKM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aime/FangDK22,
author = {Mei Ling Fang and
Devendra Singh Dhami and
Kristian Kersting},
editor = {Martin Michalowski and
Syed Sibte Raza Abidi and
Samina Abidi},
title = {{DP-CTGAN:} Differentially Private Medical Data Generation Using CTGANs},
booktitle = {Artificial Intelligence in Medicine - 20th International Conference
on Artificial Intelligence in Medicine, {AIME} 2022, Halifax, NS,
Canada, June 14-17, 2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13263},
pages = {178--188},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-09342-5\_17},
doi = {10.1007/978-3-031-09342-5\_17},
timestamp = {Thu, 14 Jul 2022 15:54:02 +0200},
biburl = {https://dblp.org/rec/conf/aime/FangDK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/StammerMSK22,
author = {Wolfgang Stammer and
Marius Memmel and
Patrick Schramowski and
Kristian Kersting},
title = {Interactive Disentanglement: Learning Concepts by Interacting with
their Prototype Representations},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2022, New Orleans, LA, USA, June 18-24, 2022},
pages = {10307--10318},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/CVPR52688.2022.01007},
doi = {10.1109/CVPR52688.2022.01007},
timestamp = {Wed, 05 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/StammerMSK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dddas/RamananOBKN22,
author = {Nandini Ramanan and
Phillip Odom and
Erik Blasch and
Kristian Kersting and
Sriraam Natarajan},
editor = {Erik Blasch and
Frederica Darema and
Alex Aved},
title = {Relational Active Feature Elicitation for {DDDAS}},
booktitle = {Dynamic Data Driven Applications Systems - 4th International Conference,
{DDDAS} 2022, Cambridge, MA, USA, October 6-10, 2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13984},
pages = {227--232},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-52670-1\_22},
doi = {10.1007/978-3-031-52670-1\_22},
timestamp = {Mon, 04 Mar 2024 23:17:41 +0100},
biburl = {https://dblp.org/rec/conf/dddas/RamananOBKN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/StruppekHNK22,
author = {Lukas Struppek and
Dominik Hintersdorf and
Daniel Neider and
Kristian Kersting},
title = {Learning to Break Deep Perceptual Hashing: The Use Case NeuralHash},
booktitle = {FAccT '22: 2022 {ACM} Conference on Fairness, Accountability, and
Transparency, Seoul, Republic of Korea, June 21 - 24, 2022},
pages = {58--69},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3531146.3533073},
doi = {10.1145/3531146.3533073},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/fat/StruppekHNK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/SchramowskiTK22,
author = {Patrick Schramowski and
Christopher Tauchmann and
Kristian Kersting},
title = {Can Machines Help Us Answering Question 16 in Datasheets, and In Turn
Reflecting on Inappropriate Content?},
booktitle = {FAccT '22: 2022 {ACM} Conference on Fairness, Accountability, and
Transparency, Seoul, Republic of Korea, June 21 - 24, 2022},
pages = {1350--1361},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3531146.3533192},
doi = {10.1145/3531146.3533192},
timestamp = {Wed, 22 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/fat/SchramowskiTK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hhai/FriedrichSTK22,
author = {Felix Friedrich and
Patrick Schramowski and
Christopher Tauchmann and
Kristian Kersting},
editor = {Stefan Schlobach and
Mar{\'{\i}}a P{\'{e}}rez{-}Ortiz and
Myrthe Tielman},
title = {Interactively Providing Explanations for Transformer Language Models},
booktitle = {{HHAI} 2022: Augmenting Human Intellect - Proceedings of the First
International Conference on Hybrid Human-Artificial Intelligence,
Amsterdam, The Netherlands, 13-17 June 2022},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {354},
pages = {285--287},
publisher = {{IOS} Press},
year = {2022},
url = {https://doi.org/10.3233/FAIA220218},
doi = {10.3233/FAIA220218},
timestamp = {Tue, 11 Oct 2022 13:58:16 +0200},
biburl = {https://dblp.org/rec/conf/hhai/FriedrichSTK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MundtLDK22,
author = {Martin Mundt and
Steven Lang and
Quentin Delfosse and
Kristian Kersting},
title = {CLEVA-Compass: {A} Continual Learning Evaluation Assessment Compass
to Promote Research Transparency and Comparability},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=rHMaBYbkkRJ},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/MundtLDK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/StruppekHCAK22,
author = {Lukas Struppek and
Dominik Hintersdorf and
Antonio De Almeida Correia and
Antonia Adler and
Kristian Kersting},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Plug {\&} Play Attacks: Towards Robust and Flexible Model Inversion
Attacks},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {20522--20545},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/struppek22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/StruppekHCAK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ifip12/AmeliPAMK22,
author = {Mina Ameli and
Viktor Pfanschilling and
Anar Amirli and
Wolfgang Maa{\ss} and
Kristian Kersting},
editor = {Ilias Maglogiannis and
Lazaros Iliadis and
John MacIntyre and
Paulo Cortez},
title = {Unsupervised Multi-sensor Anomaly Localization with Explainable {AI}},
booktitle = {Artificial Intelligence Applications and Innovations - 18th {IFIP}
{WG} 12.5 International Conference, {AIAI} 2022, Hersonissos, Crete,
Greece, June 17-20, 2022, Proceedings, Part {I}},
series = {{IFIP} Advances in Information and Communication Technology},
volume = {646},
pages = {507--519},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-08333-4\_41},
doi = {10.1007/978-3-031-08333-4\_41},
timestamp = {Wed, 05 Oct 2022 21:11:03 +0200},
biburl = {https://dblp.org/rec/conf/ifip12/AmeliPAMK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/HintersdorfSK22,
author = {Dominik Hintersdorf and
Lukas Struppek and
Kristian Kersting},
editor = {Luc De Raedt},
title = {To Trust or Not To Trust Prediction Scores for Membership Inference
Attacks},
booktitle = {Proceedings of the Thirty-First International Joint Conference on
Artificial Intelligence, {IJCAI} 2022, Vienna, Austria, 23-29 July
2022},
pages = {3043--3049},
publisher = {ijcai.org},
year = {2022},
url = {https://doi.org/10.24963/ijcai.2022/422},
doi = {10.24963/IJCAI.2022/422},
timestamp = {Wed, 27 Jul 2022 16:43:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/HintersdorfSK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/XieKN22,
author = {Xuan Xie and
Kristian Kersting and
Daniel Neider},
editor = {Luc De Raedt},
title = {Neuro-Symbolic Verification of Deep Neural Networks},
booktitle = {Proceedings of the Thirty-First International Joint Conference on
Artificial Intelligence, {IJCAI} 2022, Vienna, Austria, 23-29 July
2022},
pages = {3622--3628},
publisher = {ijcai.org},
year = {2022},
url = {https://doi.org/10.24963/ijcai.2022/503},
doi = {10.24963/IJCAI.2022/503},
timestamp = {Wed, 27 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/XieKN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kr/PfanschillingSD22,
author = {Viktor Pfanschilling and
Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
editor = {Gabriele Kern{-}Isberner and
Gerhard Lakemeyer and
Thomas Meyer},
title = {Sum-Product Loop Programming: From Probabilistic Circuits to Loop
Programming},
booktitle = {Proceedings of the 19th International Conference on Principles of
Knowledge Representation and Reasoning, {KR} 2022, Haifa, Israel,
July 31 - August 5, 2022},
year = {2022},
url = {https://proceedings.kr.org/2022/47/},
timestamp = {Tue, 05 Sep 2023 14:47:29 +0200},
biburl = {https://dblp.org/rec/conf/kr/PfanschillingSD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kr/SkryaginSODK22,
author = {Arseny Skryagin and
Wolfgang Stammer and
Daniel Ochs and
Devendra Singh Dhami and
Kristian Kersting},
editor = {Gabriele Kern{-}Isberner and
Gerhard Lakemeyer and
Thomas Meyer},
title = {Neural-Probabilistic Answer Set Programming},
booktitle = {Proceedings of the 19th International Conference on Principles of
Knowledge Representation and Reasoning, {KR} 2022, Haifa, Israel,
July 31 - August 5, 2022},
year = {2022},
url = {https://proceedings.kr.org/2022/48/},
timestamp = {Wed, 27 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kr/SkryaginSODK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/MoosaviDKG22,
author = {Nafise Sadat Moosavi and
Quentin Delfosse and
Kristian Kersting and
Iryna Gurevych},
editor = {Marine Carpuat and
Marie{-}Catherine de Marneffe and
Iv{\'{a}}n Vladimir Meza Ru{\'{\i}}z},
title = {Adaptable Adapters},
booktitle = {Proceedings of the 2022 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies,
{NAACL} 2022, Seattle, WA, United States, July 10-15, 2022},
pages = {3742--3753},
publisher = {Association for Computational Linguistics},
year = {2022},
url = {https://doi.org/10.18653/v1/2022.naacl-main.274},
doi = {10.18653/V1/2022.NAACL-MAIN.274},
timestamp = {Mon, 01 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/naacl/MoosaviDKG22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KaranamMRHKN22,
author = {Athresh Karanam and
Saurabh Mathur and
Predrag Radivojac and
David M. Haas and
Kristian Kersting and
Sriraam Natarajan},
editor = {Antonio Salmer{\'{o}}n and
Rafael Rum{\'{\i}}},
title = {Explaining Deep Tractable Probabilistic Models: The sum-product network
case},
booktitle = {International Conference on Probabilistic Graphical Models, {PGM}
2022, 5-7 October 2022, Almer{\'{\i}}a, Spain},
series = {Proceedings of Machine Learning Research},
volume = {186},
pages = {325--336},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v186/karanam22a.html},
timestamp = {Wed, 09 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pgm/KaranamMRHKN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/0001VTDMK22,
author = {Zhongjie Yu and
Fabrizio Ventola and
Nils Thoma and
Devendra Singh Dhami and
Martin Mundt and
Kristian Kersting},
editor = {James Cussens and
Kun Zhang},
title = {Predictive Whittle networks for time series},
booktitle = {Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth
Conference on Uncertainty in Artificial Intelligence, {UAI} 2022,
1-5 August 2022, Eindhoven, The Netherlands},
series = {Proceedings of Machine Learning Research},
volume = {180},
pages = {2320--2330},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v180/yu22b.html},
timestamp = {Sat, 15 Oct 2022 12:08:13 +0200},
biburl = {https://dblp.org/rec/conf/uai/0001VTDMK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-12179,
author = {Lukas Struppek and
Dominik Hintersdorf and
Antonio De Almeida Correia and
Antonia Adler and
Kristian Kersting},
title = {Plug {\&} Play Attacks: Towards Robust and Flexible Model Inversion
Attacks},
journal = {CoRR},
volume = {abs/2201.12179},
year = {2022},
url = {https://arxiv.org/abs/2201.12179},
eprinttype = {arXiv},
eprint = {2201.12179},
timestamp = {Wed, 02 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-12179.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-00391,
author = {Xiaoting Shao and
Karl Stelzner and
Kristian Kersting},
title = {Right for the Right Latent Factors: Debiasing Generative Models via
Disentanglement},
journal = {CoRR},
volume = {abs/2202.00391},
year = {2022},
url = {https://arxiv.org/abs/2202.00391},
eprinttype = {arXiv},
eprint = {2202.00391},
timestamp = {Wed, 09 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-00391.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-06675,
author = {Patrick Schramowski and
Christopher Tauchmann and
Kristian Kersting},
title = {Can Machines Help Us Answering Question 16 in Datasheets, and In Turn
Reflecting on Inappropriate Content?},
journal = {CoRR},
volume = {abs/2202.06675},
year = {2022},
url = {https://arxiv.org/abs/2202.06675},
eprinttype = {arXiv},
eprint = {2202.06675},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-06675.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-00938,
author = {Xuan Xie and
Kristian Kersting and
Daniel Neider},
title = {Neuro-Symbolic Verification of Deep Neural Networks},
journal = {CoRR},
volume = {abs/2203.00938},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.00938},
doi = {10.48550/ARXIV.2203.00938},
eprinttype = {arXiv},
eprint = {2203.00938},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-00938.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-03668,
author = {Felix Friedrich and
Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
title = {A Typology to Explore and Guide Explanatory Interactive Machine Learning},
journal = {CoRR},
volume = {abs/2203.03668},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.03668},
doi = {10.48550/ARXIV.2203.03668},
eprinttype = {arXiv},
eprint = {2203.03668},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-03668.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-09904,
author = {Katharina H{\"{a}}mmerl and
Bj{\"{o}}rn Deiseroth and
Patrick Schramowski and
Jindrich Libovick{\'{y}} and
Alexander Fraser and
Kristian Kersting},
title = {Do Multilingual Language Models Capture Differing Moral Norms?},
journal = {CoRR},
volume = {abs/2203.09904},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.09904},
doi = {10.48550/ARXIV.2203.09904},
eprinttype = {arXiv},
eprint = {2203.09904},
timestamp = {Mon, 28 Mar 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-09904.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-15274,
author = {Matej Zecevic and
Florian Peter Busch and
Devendra Singh Dhami and
Kristian Kersting},
title = {Finding Structure and Causality in Linear Programs},
journal = {CoRR},
volume = {abs/2203.15274},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.15274},
doi = {10.48550/ARXIV.2203.15274},
eprinttype = {arXiv},
eprint = {2203.15274},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-15274.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-01549,
author = {Nafise Sadat Moosavi and
Quentin Delfosse and
Kristian Kersting and
Iryna Gurevych},
title = {Adaptable Adapters},
journal = {CoRR},
volume = {abs/2205.01549},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.01549},
doi = {10.48550/ARXIV.2205.01549},
eprinttype = {arXiv},
eprint = {2205.01549},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-01549.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-07774,
author = {Xiaoting Shao and
Kristian Kersting},
title = {Gradient-based Counterfactual Explanations using Tractable Probabilistic
Models},
journal = {CoRR},
volume = {abs/2205.07774},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.07774},
doi = {10.48550/ARXIV.2205.07774},
eprinttype = {arXiv},
eprint = {2205.07774},
timestamp = {Wed, 18 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-07774.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07194,
author = {David Steinmann and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Machines Explaining Linear Programs},
journal = {CoRR},
volume = {abs/2206.07194},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07194},
doi = {10.48550/ARXIV.2206.07194},
eprinttype = {arXiv},
eprint = {2206.07194},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07194.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07195,
author = {Jonas Seng and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Tearing Apart {NOTEARS:} Controlling the Graph Prediction via Variance
Manipulation},
journal = {CoRR},
volume = {abs/2206.07195},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07195},
doi = {10.48550/ARXIV.2206.07195},
eprinttype = {arXiv},
eprint = {2206.07195},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07195.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07196,
author = {Salahedine Youssef and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Towards a Solution to Bongard Problems: {A} Causal Approach},
journal = {CoRR},
volume = {abs/2206.07196},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07196},
doi = {10.48550/ARXIV.2206.07196},
eprinttype = {arXiv},
eprint = {2206.07196},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07196.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07203,
author = {Florian Peter Busch and
Matej Zecevic and
Kristian Kersting and
Devendra Singh Dhami},
title = {Attributions Beyond Neural Networks: The Linear Program Case},
journal = {CoRR},
volume = {abs/2206.07203},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07203},
doi = {10.48550/ARXIV.2206.07203},
eprinttype = {arXiv},
eprint = {2206.07203},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07203.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-10591,
author = {Moritz Willig and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Can Foundation Models Talk Causality?},
journal = {CoRR},
volume = {abs/2206.10591},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.10591},
doi = {10.48550/ARXIV.2206.10591},
eprinttype = {arXiv},
eprint = {2206.10591},
timestamp = {Mon, 27 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-10591.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-12342,
author = {Jonas Seng and
Pooja Prasad and
Devendra Singh Dhami and
Kristian Kersting},
title = {{HANF:} Hyperparameter And Neural Architecture Search in Federated
Learning},
journal = {CoRR},
volume = {abs/2206.12342},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.12342},
doi = {10.48550/ARXIV.2206.12342},
eprinttype = {arXiv},
eprint = {2206.12342},
timestamp = {Mon, 27 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-12342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-08241,
author = {Manuel Brack and
Patrick Schramowski and
Bj{\"{o}}rn Deiseroth and
Kristian Kersting},
title = {{ILLUME:} Rationalizing Vision-Language Models by Interacting with
their Jabber},
journal = {CoRR},
volume = {abs/2208.08241},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.08241},
doi = {10.48550/ARXIV.2208.08241},
eprinttype = {arXiv},
eprint = {2208.08241},
timestamp = {Mon, 22 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-08241.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-11367,
author = {Frieder Uhlig and
Lukas Struppek and
Dominik Hintersdorf and
Kristian Kersting},
title = {Transformer-Boosted Anomaly Detection with Fuzzy Hashes},
journal = {CoRR},
volume = {abs/2208.11367},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.11367},
doi = {10.48550/ARXIV.2208.11367},
eprinttype = {arXiv},
eprint = {2208.11367},
timestamp = {Tue, 30 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-11367.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-13518,
author = {Bj{\"{o}}rn Deiseroth and
Patrick Schramowski and
Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
title = {LogicRank: Logic Induced Reranking for Generative Text-to-Image Systems},
journal = {CoRR},
volume = {abs/2208.13518},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.13518},
doi = {10.48550/ARXIV.2208.13518},
eprinttype = {arXiv},
eprint = {2208.13518},
timestamp = {Thu, 01 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-13518.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-07341,
author = {Dominik Hintersdorf and
Lukas Struppek and
Kristian Kersting},
title = {CLIPping Privacy: Identity Inference Attacks on Multi-Modal Machine
Learning Models},
journal = {CoRR},
volume = {abs/2209.07341},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2209.07341},
doi = {10.48550/ARXIV.2209.07341},
eprinttype = {arXiv},
eprint = {2209.07341},
timestamp = {Tue, 27 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2209-07341.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-08891,
author = {Lukas Struppek and
Dominik Hintersdorf and
Kristian Kersting},
title = {The Biased Artist: Exploiting Cultural Biases via Homoglyphs in Text-Guided
Image Generation Models},
journal = {CoRR},
volume = {abs/2209.08891},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2209.08891},
doi = {10.48550/ARXIV.2209.08891},
eprinttype = {arXiv},
eprint = {2209.08891},
timestamp = {Wed, 28 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2209-08891.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-10332,
author = {Felix Friedrich and
Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
title = {Revision Transformers: Getting RiT of No-Nos},
journal = {CoRR},
volume = {abs/2210.10332},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.10332},
doi = {10.48550/ARXIV.2210.10332},
eprinttype = {arXiv},
eprint = {2210.10332},
timestamp = {Mon, 24 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-10332.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-02408,
author = {Lukas Struppek and
Dominik Hintersdorf and
Kristian Kersting},
title = {Rickrolling the Artist: Injecting Invisible Backdoors into Text-Guided
Image Generation Models},
journal = {CoRR},
volume = {abs/2211.02408},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.02408},
doi = {10.48550/ARXIV.2211.02408},
eprinttype = {arXiv},
eprint = {2211.02408},
timestamp = {Wed, 09 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-02408.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-05105,
author = {Patrick Schramowski and
Manuel Brack and
Bj{\"{o}}rn Deiseroth and
Kristian Kersting},
title = {Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion
Models},
journal = {CoRR},
volume = {abs/2211.05105},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.05105},
doi = {10.48550/ARXIV.2211.05105},
eprinttype = {arXiv},
eprint = {2211.05105},
timestamp = {Tue, 15 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-05105.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-07733,
author = {Katharina H{\"{a}}mmerl and
Bj{\"{o}}rn Deiseroth and
Patrick Schramowski and
Jindrich Libovick{\'{y}} and
Constantin A. Rothkopf and
Alexander Fraser and
Kristian Kersting},
title = {Speaking Multiple Languages Affects the Moral Bias of Language Models},
journal = {CoRR},
volume = {abs/2211.07733},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.07733},
doi = {10.48550/ARXIV.2211.07733},
eprinttype = {arXiv},
eprint = {2211.07733},
timestamp = {Wed, 23 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-07733.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09771,
author = {Quentin Delfosse and
Wolfgang Stammer and
Thomas Rothenbacher and
Dwarak Vittal and
Kristian Kersting},
title = {Boosting Object Representation Learning via Motion and Object Continuity},
journal = {CoRR},
volume = {abs/2211.09771},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.09771},
doi = {10.48550/ARXIV.2211.09771},
eprinttype = {arXiv},
eprint = {2211.09771},
timestamp = {Thu, 24 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-09771.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-11650,
author = {Zihan Ye and
Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
title = {Differentiable Meta logical Programming},
journal = {CoRR},
volume = {abs/2211.11650},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.11650},
doi = {10.48550/ARXIV.2211.11650},
eprinttype = {arXiv},
eprint = {2211.11650},
timestamp = {Thu, 24 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-11650.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-06013,
author = {Manuel Brack and
Patrick Schramowski and
Felix Friedrich and
Dominik Hintersdorf and
Kristian Kersting},
title = {The Stable Artist: Steering Semantics in Diffusion Latent Space},
journal = {CoRR},
volume = {abs/2212.06013},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.06013},
doi = {10.48550/ARXIV.2212.06013},
eprinttype = {arXiv},
eprint = {2212.06013},
timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-06013.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-12570,
author = {Matej Zecevic and
Moritz Willig and
Devendra Singh Dhami and
Kristian Kersting},
title = {Pearl Causal Hierarchy on Image Data: Intricacies {\&} Challenges},
journal = {CoRR},
volume = {abs/2212.12570},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.12570},
doi = {10.48550/ARXIV.2212.12570},
eprinttype = {arXiv},
eprint = {2212.12570},
timestamp = {Wed, 04 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-12570.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/JainiKVW22,
author = {Priyank Jaini and
Kristian Kersting and
Antonio Vergari and
Max Welling},
title = {Recent Advancements in Tractable Probabilistic Inference (Dagstuhl
Seminar 22161)},
journal = {Dagstuhl Reports},
volume = {12},
number = {4},
pages = {13--25},
year = {2022},
url = {https://doi.org/10.4230/DagRep.12.4.13},
doi = {10.4230/DAGREP.12.4.13},
timestamp = {Tue, 15 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/JainiKVW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/RamananKKFK0KN21,
author = {Nandini Ramanan and
Gautam Kunapuli and
Tushar Khot and
Bahare Fatemi and
Seyed Mehran Kazemi and
David Poole and
Kristian Kersting and
Sriraam Natarajan},
title = {Structure learning for relational logistic regression: an ensemble
approach},
journal = {Data Min. Knowl. Discov.},
volume = {35},
number = {5},
pages = {2089--2111},
year = {2021},
url = {https://doi.org/10.1007/s10618-021-00770-8},
doi = {10.1007/S10618-021-00770-8},
timestamp = {Thu, 20 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/RamananKKFK0KN21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/firai/RawalKTKPS21,
author = {Niyati Rawal and
Dorothea Koert and
Cigdem Turan and
Kristian Kersting and
Jan Peters and
Ruth Stock{-}Homburg},
title = {ExGenNet: Learning to Generate Robotic Facial Expression Using Facial
Expression Recognition},
journal = {Frontiers Robotics {AI}},
volume = {8},
pages = {730317},
year = {2021},
url = {https://doi.org/10.3389/frobt.2021.730317},
doi = {10.3389/FROBT.2021.730317},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/firai/RawalKTKPS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/firai/MorenoBSVK21,
author = {Plinio Moreno and
Alexandre Bernardino and
Jos{\'{e}} Santos{-}Victor and
Rodrigo M. M. Ventura and
Kristian Kersting},
title = {Editorial: Robots that Learn and Reason: Towards Learning Logic Rules
from Noisy Data},
journal = {Frontiers Robotics {AI}},
volume = {8},
pages = {755933},
year = {2021},
url = {https://doi.org/10.3389/frobt.2021.755933},
doi = {10.3389/FROBT.2021.755933},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/firai/MorenoBSVK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/BurkhardtBWAKK21,
author = {Sophie Burkhardt and
Jannis Brugger and
Nicolas Wagner and
Zahra Ahmadi and
Kristian Kersting and
Stefan Kramer},
title = {Rule Extraction From Binary Neural Networks With Convolutional Rules
for Model Validation},
journal = {Frontiers Artif. Intell.},
volume = {4},
pages = {642263},
year = {2021},
url = {https://doi.org/10.3389/frai.2021.642263},
doi = {10.3389/FRAI.2021.642263},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/frai/BurkhardtBWAKK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ShaoSSSK21,
author = {Xiaoting Shao and
Arseny Skryagin and
Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
title = {Right for Better Reasons: Training Differentiable Models by Constraining
their Influence Functions},
booktitle = {Thirty-Fifth {AAAI} Conference on Artificial Intelligence, {AAAI}
2021, Thirty-Third Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2021, The Eleventh Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2021, Virtual Event, February 2-9,
2021},
pages = {9533--9540},
publisher = {{AAAI} Press},
year = {2021},
url = {https://doi.org/10.1609/aaai.v35i11.17148},
doi = {10.1609/AAAI.V35I11.17148},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ShaoSSSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aips/CzechKK21,
author = {Johannes Czech and
Patrick Korus and
Kristian Kersting},
editor = {Susanne Biundo and
Minh Do and
Robert Goldman and
Michael Katz and
Qiang Yang and
Hankz Hankui Zhuo},
title = {Improving AlphaZero Using Monte-Carlo Graph Search},
booktitle = {Proceedings of the Thirty-First International Conference on Automated
Planning and Scheduling, {ICAPS} 2021, Guangzhou, China (virtual),
August 2-13, 2021},
pages = {103--111},
publisher = {{AAAI} Press},
year = {2021},
url = {https://ojs.aaai.org/index.php/ICAPS/article/view/15952},
timestamp = {Wed, 30 Aug 2023 08:38:08 +0200},
biburl = {https://dblp.org/rec/conf/aips/CzechKK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/StammerSK21,
author = {Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
title = {Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting
With Their Explanations},
booktitle = {{IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR}
2021, virtual, June 19-25, 2021},
pages = {3619--3629},
publisher = {Computer Vision Foundation / {IEEE}},
year = {2021},
url = {https://openaccess.thecvf.com/content/CVPR2021/html/Stammer\_Right\_for\_the\_Right\_Concept\_Revising\_Neuro-Symbolic\_Concepts\_by\_Interacting\_CVPR\_2021\_paper.html},
doi = {10.1109/CVPR46437.2021.00362},
timestamp = {Mon, 18 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/StammerSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/0001VK21,
author = {Zhongjie Yu and
Fabrizio Ventola and
Kristian Kersting},
editor = {Marina Meila and
Tong Zhang},
title = {Whittle Networks: {A} Deep Likelihood Model for Time Series},
booktitle = {Proceedings of the 38th International Conference on Machine Learning,
{ICML} 2021, 18-24 July 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {139},
pages = {12177--12186},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/yu21c.html},
timestamp = {Mon, 07 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/0001VK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/SolansTFKH0K21,
author = {David Solans and
Christopher Tauchmann and
Aideen Farrell and
Karolin Kappler and
Hans{-}Hendrik Huber and
Carlos Castillo and
Kristian Kersting},
editor = {Ceren Budak and
Meeyoung Cha and
Daniele Quercia and
Lexing Xie},
title = {Learning to Classify Morals and Conventions: Artificial Intelligence
in Terms of the Economics of Convention},
booktitle = {Proceedings of the Fifteenth International {AAAI} Conference on Web
and Social Media, {ICWSM} 2021, held virtually, June 7-10, 2021},
pages = {691--702},
publisher = {{AAAI} Press},
year = {2021},
url = {https://ojs.aaai.org/index.php/ICWSM/article/view/18095},
timestamp = {Wed, 22 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icwsm/SolansTFKH0K21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/VentolaDK21,
author = {Fabrizio Ventola and
Devendra Singh Dhami and
Kristian Kersting},
editor = {Nikos Katzouris and
Alexander Artikis},
title = {Generative Clausal Networks: Relational Decision Trees as Probabilistic
Circuits},
booktitle = {Inductive Logic Programming - 30th International Conference, {ILP}
2021, Virtual Event, October 25-27, 2021, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13191},
pages = {251--265},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-97454-1\_18},
doi = {10.1007/978-3-030-97454-1\_18},
timestamp = {Tue, 16 Aug 2022 23:04:22 +0200},
biburl = {https://dblp.org/rec/conf/ilp/VentolaDK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZecevicDKNK21,
author = {Matej Zecevic and
Devendra Singh Dhami and
Athresh Karanam and
Sriraam Natarajan and
Kristian Kersting},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Interventional Sum-Product Networks: Causal Inference with Tractable
Probabilistic Models},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {15019--15031},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/7eb7eabbe9bd03c2fc99881d04da9cbd-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/ZecevicDKNK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/preregister/LangMVPK21,
author = {Steven Lang and
Martin Mundt and
Fabrizio Ventola and
Robert Peharz and
Kristian Kersting},
editor = {Samuel Albanie and
Jo{\~{a}}o F. Henriques and
Luca Bertinetto and
Alex Hern{\'{a}}ndez{-}Garc{\'{\i}}a and
Hazel Doughty and
G{\"{u}}l Varol},
title = {Elevating Perceptual Sample Quality in PCs through Differentiable
Sampling},
booktitle = {NeurIPS 2021 Workshop on Pre-Registration in Machine Learning, 13
December 2021, Virtual},
series = {Proceedings of Machine Learning Research},
volume = {181},
pages = {1--25},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v181/lang22a.html},
timestamp = {Wed, 09 Aug 2023 17:07:50 +0200},
biburl = {https://dblp.org/rec/conf/preregister/LangMVPK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/YuZTSK21,
author = {Zhongjie Yu and
Mingye Zhu and
Martin Trapp and
Arseny Skryagin and
Kristian Kersting},
editor = {Cassio P. de Campos and
Marloes H. Maathuis and
Erik Quaeghebeur},
title = {Leveraging probabilistic circuits for nonparametric multi-output regression},
booktitle = {Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial
Intelligence, {UAI} 2021, Virtual Event, 27-30 July 2021},
series = {Proceedings of Machine Learning Research},
volume = {161},
pages = {2008--2018},
publisher = {{AUAI} Press},
year = {2021},
url = {https://proceedings.mlr.press/v161/yu21a.html},
timestamp = {Mon, 20 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/YuZTSK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-1,
editor = {Frank Hutter and
Kristian Kersting and
Jefrey Lijffijt and
Isabel Valera},
title = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12457},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-67658-2},
doi = {10.1007/978-3-030-67658-2},
isbn = {978-3-030-67657-5},
timestamp = {Fri, 26 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2020-1.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-2,
editor = {Frank Hutter and
Kristian Kersting and
Jefrey Lijffijt and
Isabel Valera},
title = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {12458},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-67661-2},
doi = {10.1007/978-3-030-67661-2},
isbn = {978-3-030-67660-5},
timestamp = {Fri, 26 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2020-2.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-3,
editor = {Frank Hutter and
Kristian Kersting and
Jefrey Lijffijt and
Isabel Valera},
title = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {12459},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-67664-3},
doi = {10.1007/978-3-030-67664-3},
isbn = {978-3-030-67663-6},
timestamp = {Mon, 01 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2020-3.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-09407,
author = {Quentin Delfosse and
Patrick Schramowski and
Alejandro Molina and
Kristian Kersting},
title = {Recurrent Rational Networks},
journal = {CoRR},
volume = {abs/2102.09407},
year = {2021},
url = {https://arxiv.org/abs/2102.09407},
eprinttype = {arXiv},
eprint = {2102.09407},
timestamp = {Wed, 24 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-09407.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-10440,
author = {Matej Zecevic and
Devendra Singh Dhami and
Athresh Karanam and
Sriraam Natarajan and
Kristian Kersting},
title = {Interventional Sum-Product Networks: Causal Inference with Tractable
Probabilistic Models},
journal = {CoRR},
volume = {abs/2102.10440},
year = {2021},
url = {https://arxiv.org/abs/2102.10440},
eprinttype = {arXiv},
eprint = {2102.10440},
timestamp = {Wed, 24 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-10440.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-11790,
author = {Patrick Schramowski and
Cigdem Turan and
Nico Andersen and
Constantin A. Rothkopf and
Kristian Kersting},
title = {Language Models have a Moral Dimension},
journal = {CoRR},
volume = {abs/2103.11790},
year = {2021},
url = {https://arxiv.org/abs/2103.11790},
eprinttype = {arXiv},
eprint = {2103.11790},
timestamp = {Wed, 24 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-11790.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-01148,
author = {Karl Stelzner and
Kristian Kersting and
Adam R. Kosiorek},
title = {Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation},
journal = {CoRR},
volume = {abs/2104.01148},
year = {2021},
url = {https://arxiv.org/abs/2104.01148},
eprinttype = {arXiv},
eprint = {2104.01148},
timestamp = {Mon, 12 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-01148.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-09369,
author = {Aidmar Wainakh and
Fabrizio Ventola and
Till M{\"{u}}{\ss}ig and
Jens Keim and
Carlos Garcia Cordero and
Ephraim Zimmer and
Tim Grube and
Kristian Kersting and
Max M{\"{u}}hlh{\"{a}}user},
title = {User Label Leakage from Gradients in Federated Learning},
journal = {CoRR},
volume = {abs/2105.09369},
year = {2021},
url = {https://arxiv.org/abs/2105.09369},
eprinttype = {arXiv},
eprint = {2105.09369},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-09369.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-12697,
author = {Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {Intriguing Parameters of Structural Causal Models},
journal = {CoRR},
volume = {abs/2105.12697},
year = {2021},
url = {https://arxiv.org/abs/2105.12697},
eprinttype = {arXiv},
eprint = {2105.12697},
timestamp = {Tue, 01 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-12697.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-04148,
author = {Nils Thoma and
Zhongjie Yu and
Fabrizio Ventola and
Kristian Kersting},
title = {RECOWNs: Probabilistic Circuits for Trustworthy Time Series Forecasting},
journal = {CoRR},
volume = {abs/2106.04148},
year = {2021},
url = {https://arxiv.org/abs/2106.04148},
eprinttype = {arXiv},
eprint = {2106.04148},
timestamp = {Fri, 11 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-04148.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-08687,
author = {Zhongjie Yu and
Mingye Zhu and
Martin Trapp and
Arseny Skryagin and
Kristian Kersting},
title = {Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression},
journal = {CoRR},
volume = {abs/2106.08687},
year = {2021},
url = {https://arxiv.org/abs/2106.08687},
eprinttype = {arXiv},
eprint = {2106.08687},
timestamp = {Tue, 29 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-08687.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-04328,
author = {Maximilian Otte and
Quentin Delfosse and
Johannes Czech and
Kristian Kersting},
title = {Generative Adversarial Neural Cellular Automata},
journal = {CoRR},
volume = {abs/2108.04328},
year = {2021},
url = {https://arxiv.org/abs/2108.04328},
eprinttype = {arXiv},
eprint = {2108.04328},
timestamp = {Wed, 11 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-04328.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-04173,
author = {Matej Zecevic and
Devendra Singh Dhami and
Petar Velickovic and
Kristian Kersting},
title = {Relating Graph Neural Networks to Structural Causal Models},
journal = {CoRR},
volume = {abs/2109.04173},
year = {2021},
url = {https://arxiv.org/abs/2109.04173},
eprinttype = {arXiv},
eprint = {2109.04173},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-04173.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06148,
author = {Steven Lang and
Fabrizio Ventola and
Kristian Kersting},
title = {DAFNe: {A} One-Stage Anchor-Free Deep Model for Oriented Object Detection},
journal = {CoRR},
volume = {abs/2109.06148},
year = {2021},
url = {https://arxiv.org/abs/2109.06148},
eprinttype = {arXiv},
eprint = {2109.06148},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-06148.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06587,
author = {Zhongjie Yu and
Devendra Singh Dhami and
Kristian Kersting},
title = {Sum-Product-Attention Networks: Leveraging Self-Attention in Probabilistic
Circuits},
journal = {CoRR},
volume = {abs/2109.06587},
year = {2021},
url = {https://arxiv.org/abs/2109.06587},
eprinttype = {arXiv},
eprint = {2109.06587},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-06587.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-02058,
author = {Patrick Schramowski and
Felix Friedrich and
Christopher Tauchmann and
Kristian Kersting},
title = {Interactively Generating Explanations for Transformer Language Models},
journal = {CoRR},
volume = {abs/2110.02058},
year = {2021},
url = {https://arxiv.org/abs/2110.02058},
eprinttype = {arXiv},
eprint = {2110.02058},
timestamp = {Fri, 08 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-02058.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-02395,
author = {Matej Zecevic and
Devendra Singh Dhami and
Constantin A. Rothkopf and
Kristian Kersting},
title = {Structural Causal Interpretation Theorem},
journal = {CoRR},
volume = {abs/2110.02395},
year = {2021},
url = {https://arxiv.org/abs/2110.02395},
eprinttype = {arXiv},
eprint = {2110.02395},
timestamp = {Fri, 08 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-02395.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-03331,
author = {Martin Mundt and
Steven Lang and
Quentin Delfosse and
Kristian Kersting},
title = {CLEVA-Compass: {A} Continual Learning EValuation Assessment Compass
to Promote Research Transparency and Comparability},
journal = {CoRR},
volume = {abs/2110.03331},
year = {2021},
url = {https://arxiv.org/abs/2110.03331},
eprinttype = {arXiv},
eprint = {2110.03331},
timestamp = {Thu, 21 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-03331.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-03395,
author = {Arseny Skryagin and
Wolfgang Stammer and
Daniel Ochs and
Devendra Singh Dhami and
Kristian Kersting},
title = {{SLASH:} Embracing Probabilistic Circuits into Neural Answer Set Programming},
journal = {CoRR},
volume = {abs/2110.03395},
year = {2021},
url = {https://arxiv.org/abs/2110.03395},
eprinttype = {arXiv},
eprint = {2110.03395},
timestamp = {Thu, 21 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-03395.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-04222,
author = {Patrick Schramowski and
Kristian Kersting},
title = {Inferring Offensiveness In Images From Natural Language Supervision},
journal = {CoRR},
volume = {abs/2110.04222},
year = {2021},
url = {https://arxiv.org/abs/2110.04222},
eprinttype = {arXiv},
eprint = {2110.04222},
timestamp = {Thu, 21 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-04222.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-09383,
author = {Hikaru Shindo and
Devendra Singh Dhami and
Kristian Kersting},
title = {Neuro-Symbolic Forward Reasoning},
journal = {CoRR},
volume = {abs/2110.09383},
year = {2021},
url = {https://arxiv.org/abs/2110.09383},
eprinttype = {arXiv},
eprint = {2110.09383},
timestamp = {Mon, 25 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-09383.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-09778,
author = {Athresh Karanam and
Saurabh Mathur and
Predrag Radivojac and
Kristian Kersting and
Sriraam Natarajan},
title = {Explaining Deep Tractable Probabilistic Models: The sum-product network
case},
journal = {CoRR},
volume = {abs/2110.09778},
year = {2021},
url = {https://arxiv.org/abs/2110.09778},
eprinttype = {arXiv},
eprint = {2110.09778},
timestamp = {Wed, 09 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-09778.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-12052,
author = {Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {On the Tractability of Neural Causal Inference},
journal = {CoRR},
volume = {abs/2110.12052},
year = {2021},
url = {https://arxiv.org/abs/2110.12052},
eprinttype = {arXiv},
eprint = {2110.12052},
timestamp = {Thu, 28 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-12052.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-12066,
author = {Moritz Willig and
Matej Zecevic and
Devendra Singh Dhami and
Kristian Kersting},
title = {The Causal Loss: Driving Correlation to Imply Causation},
journal = {CoRR},
volume = {abs/2110.12066},
year = {2021},
url = {https://arxiv.org/abs/2110.12066},
eprinttype = {arXiv},
eprint = {2110.12066},
timestamp = {Thu, 28 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-12066.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-06628,
author = {Lukas Struppek and
Dominik Hintersdorf and
Daniel Neider and
Kristian Kersting},
title = {Learning to Break Deep Perceptual Hashing: The Use Case NeuralHash},
journal = {CoRR},
volume = {abs/2111.06628},
year = {2021},
url = {https://arxiv.org/abs/2111.06628},
eprinttype = {arXiv},
eprint = {2111.06628},
timestamp = {Tue, 16 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-06628.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-09076,
author = {Dominik Hintersdorf and
Lukas Struppek and
Kristian Kersting},
title = {Do Not Trust Prediction Scores for Membership Inference Attacks},
journal = {CoRR},
volume = {abs/2111.09076},
year = {2021},
url = {https://arxiv.org/abs/2111.09076},
eprinttype = {arXiv},
eprint = {2111.09076},
timestamp = {Mon, 22 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-09076.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-02290,
author = {Wolfgang Stammer and
Marius Memmel and
Patrick Schramowski and
Kristian Kersting},
title = {Interactive Disentanglement: Learning Concepts by Interacting with
their Prototype Representations},
journal = {CoRR},
volume = {abs/2112.02290},
year = {2021},
url = {https://arxiv.org/abs/2112.02290},
eprinttype = {arXiv},
eprint = {2112.02290},
timestamp = {Tue, 07 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-02290.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dbsk/ShaoRTK20,
author = {Xiaoting Shao and
Tjitze Rienstra and
Matthias Thimm and
Kristian Kersting},
title = {Towards Understanding and Arguing with Classifiers: Recent Progress},
journal = {Datenbank-Spektrum},
volume = {20},
number = {2},
pages = {171--180},
year = {2020},
url = {https://doi.org/10.1007/s13222-020-00351-x},
doi = {10.1007/S13222-020-00351-X},
timestamp = {Wed, 12 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dbsk/ShaoRTK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/CzechWBKF20,
author = {Johannes Czech and
Moritz Willig and
Alena Beyer and
Kristian Kersting and
Johannes F{\"{u}}rnkranz},
title = {Learning to Play the Chess Variant Crazyhouse Above World Champion
Level With Deep Neural Networks and Human Data},
journal = {Frontiers Artif. Intell.},
volume = {3},
pages = {24},
year = {2020},
url = {https://doi.org/10.3389/frai.2020.00024},
doi = {10.3389/FRAI.2020.00024},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/frai/CzechWBKF20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/SchramowskiTJRK20,
author = {Patrick Schramowski and
Cigdem Turan and
Sophie F. Jentzsch and
Constantin A. Rothkopf and
Kristian Kersting},
title = {The Moral Choice Machine},
journal = {Frontiers Artif. Intell.},
volume = {3},
pages = {36},
year = {2020},
url = {https://doi.org/10.3389/frai.2020.00036},
doi = {10.3389/FRAI.2020.00036},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/frai/SchramowskiTJRK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijrr/LioutikovMVKP20,
author = {Rudolf Lioutikov and
Guilherme Maeda and
Filipe Veiga and
Kristian Kersting and
Jan Peters},
title = {Learning attribute grammars for movement primitive sequencing},
journal = {Int. J. Robotics Res.},
volume = {39},
number = {1},
year = {2020},
url = {https://doi.org/10.1177/0278364919868279},
doi = {10.1177/0278364919868279},
timestamp = {Thu, 17 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijrr/LioutikovMVKP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/SifaYRBK20,
author = {Rafet Sifa and
Raheel Yawar and
Rajkumar Ramamurthy and
Christian Bauckhage and
Kristian Kersting},
title = {Matrix- and Tensor Factorization for Game Content Recommendation},
journal = {K{\"{u}}nstliche Intell.},
volume = {34},
number = {1},
pages = {57--67},
year = {2020},
url = {https://doi.org/10.1007/s13218-019-00620-2},
doi = {10.1007/S13218-019-00620-2},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/SifaYRBK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Kersting20,
author = {Kristian Kersting},
title = {Rethinking Computer Science Through {AI}},
journal = {K{\"{u}}nstliche Intell.},
volume = {34},
number = {4},
pages = {435--437},
year = {2020},
url = {https://doi.org/10.1007/s13218-020-00692-5},
doi = {10.1007/S13218-020-00692-5},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ki/Kersting20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/natmi/SchramowskiSTBH20,
author = {Patrick Schramowski and
Wolfgang Stammer and
Stefano Teso and
Anna Brugger and
Franziska Herbert and
Xiaoting Shao and
Hans{-}Georg Luigs and
Anne{-}Katrin Mahlein and
Kristian Kersting},
title = {Making deep neural networks right for the right scientific reasons
by interacting with their explanations},
journal = {Nat. Mach. Intell.},
volume = {2},
number = {8},
pages = {476--486},
year = {2020},
url = {https://doi.org/10.1038/s42256-020-0212-3},
doi = {10.1038/S42256-020-0212-3},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/natmi/SchramowskiSTBH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/HilprechtSKMKB20,
author = {Benjamin Hilprecht and
Andreas Schmidt and
Moritz Kulessa and
Alejandro Molina and
Kristian Kersting and
Carsten Binnig},
title = {DeepDB: Learn from Data, not from Queries!},
journal = {Proc. {VLDB} Endow.},
volume = {13},
number = {7},
pages = {992--1005},
year = {2020},
url = {http://www.vldb.org/pvldb/vol13/p992-hilprecht.pdf},
doi = {10.14778/3384345.3384349},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/HilprechtSKMKB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccs/Treiber0W0K20,
author = {Amos Treiber and
Alejandro Molina and
Christian Weinert and
Thomas Schneider and
Kristian Kersting},
editor = {Benyu Zhang and
Raluca Ada Popa and
Matei Zaharia and
Guofei Gu and
Shouling Ji},
title = {CryptoSPN: Expanding {PPML} beyond Neural Networks},
booktitle = {PPMLP'20: Proceedings of the 2020 Workshop on Privacy-Preserving Machine
Learning in Practice, Virtual Event, USA, November, 2020},
pages = {9--14},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3411501.3419417},
doi = {10.1145/3411501.3419417},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ccs/Treiber0W0K20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/Treiber0W0K20,
author = {Amos Treiber and
Alejandro Molina and
Christian Weinert and
Thomas Schneider and
Kristian Kersting},
editor = {Giuseppe De Giacomo and
Alejandro Catal{\'{a}} and
Bistra Dilkina and
Michela Milano and
Sen{\'{e}}n Barro and
Alberto Bugar{\'{\i}}n and
J{\'{e}}r{\^{o}}me Lang},
title = {CryptoSPN: Privacy-Preserving Sum-Product Network Inference},
booktitle = {{ECAI} 2020 - 24th European Conference on Artificial Intelligence,
29 August-8 September 2020, Santiago de Compostela, Spain, August
29 - September 8, 2020 - Including 10th Conference on Prestigious
Applications of Artificial Intelligence {(PAIS} 2020)},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {325},
pages = {1946--1953},
publisher = {{IOS} Press},
year = {2020},
url = {https://doi.org/10.3233/FAIA200313},
doi = {10.3233/FAIA200313},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ecai/Treiber0W0K20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gi/SchmidTBKS20,
author = {Ute Schmid and
Volker Tresp and
Matthias Bethge and
Kristian Kersting and
Rainer Stiefelhagen},
editor = {Ralf H. Reussner and
Anne Koziolek and
Robert Heinrich},
title = {K{\"{u}}nstliche Intelligenz - Die dritte Welle},
booktitle = {50. Jahrestagung der Gesellschaft f{\"{u}}r Informatik, {INFORMATIK}
2020 - Back to the Future, Karlsruhe, Germany, 28. September - 2.
Oktober 2020},
series = {{LNI}},
volume = {{P-307}},
pages = {91--95},
publisher = {{GI}},
year = {2020},
url = {https://doi.org/10.18420/inf2020\_08},
doi = {10.18420/INF2020\_08},
timestamp = {Tue, 04 Jul 2023 17:43:55 +0200},
biburl = {https://dblp.org/rec/conf/gi/SchmidTBKS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/0001SK20,
author = {Alejandro Molina and
Patrick Schramowski and
Kristian Kersting},
title = {Pad{\'{e}} Activation Units: End-to-end Learning of Flexible
Activation Functions in Deep Networks},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=BJlBSkHtDS},
timestamp = {Thu, 07 May 2020 17:11:47 +0200},
biburl = {https://dblp.org/rec/conf/iclr/0001SK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KossenSHVK20,
author = {Jannik Kossen and
Karl Stelzner and
Marcel Hussing and
Claas Voelcker and
Kristian Kersting},
title = {Structured Object-Aware Physics Prediction for Video Modeling and
Planning},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=B1e-kxSKDH},
timestamp = {Thu, 07 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/KossenSHVK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmi/TuranSRK20,
author = {Cigdem Turan and
Patrick Schramowski and
Constantin A. Rothkopf and
Kristian Kersting},
editor = {Khiet P. Truong and
Dirk Heylen and
Mary Czerwinski and
Nadia Berthouze and
Mohamed Chetouani and
Mikio Nakano},
title = {Alfie: An Interactive Robot with Moral Compass},
booktitle = {{ICMI} '20: International Conference on Multimodal Interaction, Virtual
Event, The Netherlands, October 25-29, 2020},
pages = {758--759},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3382507.3421163},
doi = {10.1145/3382507.3421163},
timestamp = {Sun, 25 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icmi/TuranSRK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PeharzLVS00BKG20,
author = {Robert Peharz and
Steven Lang and
Antonio Vergari and
Karl Stelzner and
Alejandro Molina and
Martin Trapp and
Guy Van den Broeck and
Kristian Kersting and
Zoubin Ghahramani},
title = {Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic
Circuits},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {7563--7574},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/peharz20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/PeharzLVS00BKG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismis/PetkovicCKD20,
author = {Matej Petkovic and
Michelangelo Ceci and
Kristian Kersting and
Saso Dzeroski},
editor = {Denis Helic and
Gerhard Leitner and
Martin Stettinger and
Alexander Felfernig and
Zbigniew W. Ras},
title = {Estimating the Importance of Relational Features by Using Gradient
Boosting},
booktitle = {Foundations of Intelligent Systems - 25th International Symposium,
{ISMIS} 2020, Graz, Austria, September 23-25, 2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12117},
pages = {362--371},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-59491-6\_34},
doi = {10.1007/978-3-030-59491-6\_34},
timestamp = {Wed, 07 Dec 2022 23:13:22 +0100},
biburl = {https://dblp.org/rec/conf/ismis/PetkovicCKD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kr/RienstraTKS20,
author = {Tjitze Rienstra and
Matthias Thimm and
Kristian Kersting and
Xiaoting Shao},
editor = {Diego Calvanese and
Esra Erdem and
Michael Thielscher},
title = {Independence and D-separation in Abstract Argumentation},
booktitle = {Proceedings of the 17th International Conference on Principles of
Knowledge Representation and Reasoning, {KR} 2020, Rhodes, Greece,
September 12-18, 2020},
pages = {713--722},
year = {2020},
url = {https://doi.org/10.24963/kr.2020/73},
doi = {10.24963/KR.2020/73},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kr/RienstraTKS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/Kersting20,
author = {Kristian Kersting},
editor = {Daniel Trabold and
Pascal Welke and
Nico Piatkowski},
title = {On Hybrid and Systems {AI}},
booktitle = {Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", Online,
September 9-11, 2020},
series = {{CEUR} Workshop Proceedings},
volume = {2738},
pages = {3},
publisher = {CEUR-WS.org},
year = {2020},
url = {https://ceur-ws.org/Vol-2738/keynote2.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:37 +0100},
biburl = {https://dblp.org/rec/conf/lwa/Kersting20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/RamananDKN20,
author = {Nandini Ramanan and
Mayukh Das and
Kristian Kersting and
Sriraam Natarajan},
editor = {Manfred Jaeger and
Thomas Dyhre Nielsen},
title = {Discriminative Non-Parametric Learning of Arithmetic Circuits},
booktitle = {International Conference on Probabilistic Graphical Models, {PGM}
2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
Sk{\o}rping, Denmark},
series = {Proceedings of Machine Learning Research},
volume = {138},
pages = {353--364},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v138/ramanan20a.html},
timestamp = {Mon, 14 Jun 2021 10:33:30 +0200},
biburl = {https://dblp.org/rec/conf/pgm/RamananDKN20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/Shao0VSPLK20,
author = {Xiaoting Shao and
Alejandro Molina and
Antonio Vergari and
Karl Stelzner and
Robert Peharz and
Thomas Liebig and
Kristian Kersting},
editor = {Manfred Jaeger and
Thomas Dyhre Nielsen},
title = {Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic
Architectures},
booktitle = {International Conference on Probabilistic Graphical Models, {PGM}
2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
Sk{\o}rping, Denmark},
series = {Proceedings of Machine Learning Research},
volume = {138},
pages = {401--412},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v138/shao20a.html},
timestamp = {Mon, 14 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pgm/Shao0VSPLK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/VentolaS0K20,
author = {Fabrizio Ventola and
Karl Stelzner and
Alejandro Molina and
Kristian Kersting},
editor = {Manfred Jaeger and
Thomas Dyhre Nielsen},
title = {Residual Sum-Product Networks},
booktitle = {International Conference on Probabilistic Graphical Models, {PGM}
2020, 23-25 September 2020, Aalborg, Hotel Comwell Rebild Bakker,
Sk{\o}rping, Denmark},
series = {Proceedings of Machine Learning Research},
volume = {138},
pages = {545--556},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v138/ventola20a.html},
timestamp = {Mon, 14 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pgm/VentolaS0K20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sum/Shao0SRTK20,
author = {Xiaoting Shao and
Zhongjie Yu and
Arseny Skryagin and
Tjitze Rienstra and
Matthias Thimm and
Kristian Kersting},
editor = {Jesse Davis and
Karim Tabia},
title = {Modelling Multivariate Ranking Functions with Min-Sum Networks},
booktitle = {Scalable Uncertainty Management - 14th International Conference, {SUM}
2020, Bozen-Bolzano, Italy, September 23-25, 2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12322},
pages = {281--288},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-58449-8\_22},
doi = {10.1007/978-3-030-58449-8\_22},
timestamp = {Thu, 17 Sep 2020 16:28:12 +0200},
biburl = {https://dblp.org/rec/conf/sum/Shao0SRTK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-05371,
author = {Patrick Schramowski and
Wolfgang Stammer and
Stefano Teso and
Anna Brugger and
Xiaoting Shao and
Hans{-}Georg Luigs and
Anne{-}Katrin Mahlein and
Kristian Kersting},
title = {Right for the Wrong Scientific Reasons: Revising Deep Networks by
Interacting with their Explanations},
journal = {CoRR},
volume = {abs/2001.05371},
year = {2020},
url = {https://arxiv.org/abs/2001.05371},
eprinttype = {arXiv},
eprint = {2001.05371},
timestamp = {Mon, 03 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-05371.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-00801,
author = {Amos Treiber and
Alejandro Molina and
Christian Weinert and
Thomas Schneider and
Kristian Kersting},
title = {CryptoSPN: Privacy-preserving Sum-Product Network Inference},
journal = {CoRR},
volume = {abs/2002.00801},
year = {2020},
url = {https://arxiv.org/abs/2002.00801},
eprinttype = {arXiv},
eprint = {2002.00801},
timestamp = {Mon, 10 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-00801.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-06231,
author = {Robert Peharz and
Steven Lang and
Antonio Vergari and
Karl Stelzner and
Alejandro Molina and
Martin Trapp and
Guy Van den Broeck and
Kristian Kersting and
Zoubin Ghahramani},
title = {Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic
Circuits},
journal = {CoRR},
volume = {abs/2004.06231},
year = {2020},
url = {https://arxiv.org/abs/2004.06231},
eprinttype = {arXiv},
eprint = {2004.06231},
timestamp = {Tue, 21 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-06231.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-05595,
author = {Srijita Das and
Sriraam Natarajan and
Kaushik Roy and
Ronald Parr and
Kristian Kersting},
title = {Fitted Q-Learning for Relational Domains},
journal = {CoRR},
volume = {abs/2006.05595},
year = {2020},
url = {https://arxiv.org/abs/2006.05595},
eprinttype = {arXiv},
eprint = {2006.05595},
timestamp = {Sat, 13 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-05595.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-08663,
author = {Christopher Morris and
Nils M. Kriege and
Franka Bause and
Kristian Kersting and
Petra Mutzel and
Marion Neumann},
title = {TUDataset: {A} collection of benchmark datasets for learning with
graphs},
journal = {CoRR},
volume = {abs/2007.08663},
year = {2020},
url = {https://arxiv.org/abs/2007.08663},
eprinttype = {arXiv},
eprint = {2007.08663},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-08663.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-05349,
author = {Cigdem Turan and
Patrick Schramowski and
Constantin A. Rothkopf and
Kristian Kersting},
title = {Alfie: An Interactive Robot with a Moral Compass},
journal = {CoRR},
volume = {abs/2009.05349},
year = {2020},
url = {https://arxiv.org/abs/2009.05349},
eprinttype = {arXiv},
eprint = {2009.05349},
timestamp = {Thu, 17 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-05349.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-12854,
author = {Wolfgang Stammer and
Patrick Schramowski and
Kristian Kersting},
title = {Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting
with their Explanations},
journal = {CoRR},
volume = {abs/2011.12854},
year = {2020},
url = {https://arxiv.org/abs/2011.12854},
eprinttype = {arXiv},
eprint = {2011.12854},
timestamp = {Tue, 01 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2011-12854.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-08459,
author = {Sophie Burkhardt and
Jannis Brugger and
Nicolas Wagner and
Zahra Ahmadi and
Kristian Kersting and
Stefan Kramer},
title = {Rule Extraction from Binary Neural Networks with Convolutional Rules
for Model Validation},
journal = {CoRR},
volume = {abs/2012.08459},
year = {2020},
url = {https://arxiv.org/abs/2012.08459},
eprinttype = {arXiv},
eprint = {2012.08459},
timestamp = {Sat, 02 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-08459.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-11045,
author = {Johannes Czech and
Patrick Korus and
Kristian Kersting},
title = {Monte-Carlo Graph Search for AlphaZero},
journal = {CoRR},
volume = {abs/2012.11045},
year = {2020},
url = {https://arxiv.org/abs/2012.11045},
eprinttype = {arXiv},
eprint = {2012.11045},
timestamp = {Mon, 04 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-11045.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/KerstingKB020,
author = {Kristian Kersting and
Miryung Kim and
Guy Van den Broeck and
Thomas Zimmermann},
title = {{SE4ML} - Software Engineering for AI-ML-based Systems (Dagstuhl Seminar
20091)},
journal = {Dagstuhl Reports},
volume = {10},
number = {2},
pages = {76--87},
year = {2020},
url = {https://doi.org/10.4230/DagRep.10.2.76},
doi = {10.4230/DAGREP.10.2.76},
timestamp = {Fri, 18 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/KerstingKB020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/arobots/AntanasMNFKSR19,
author = {Laura Antanas and
Plinio Moreno and
Marion Neumann and
Rui Pimentel de Figueiredo and
Kristian Kersting and
Jos{\'{e}} Santos{-}Victor and
Luc De Raedt},
title = {Semantic and geometric reasoning for robotic grasping: a probabilistic
logic approach},
journal = {Auton. Robots},
volume = {43},
number = {6},
pages = {1393--1418},
year = {2019},
url = {https://doi.org/10.1007/s10514-018-9784-8},
doi = {10.1007/S10514-018-9784-8},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/arobots/AntanasMNFKSR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/KriegeNMKM19,
author = {Nils M. Kriege and
Marion Neumann and
Christopher Morris and
Kristian Kersting and
Petra Mutzel},
title = {A unifying view of explicit and implicit feature maps of graph kernels},
journal = {Data Min. Knowl. Discov.},
volume = {33},
number = {6},
pages = {1505--1547},
year = {2019},
url = {https://doi.org/10.1007/s10618-019-00652-0},
doi = {10.1007/S10618-019-00652-0},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/KriegeNMKM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fdata/GalassiK0ST19,
author = {Andrea Galassi and
Kristian Kersting and
Marco Lippi and
Xiaoting Shao and
Paolo Torroni},
title = {Neural-Symbolic Argumentation Mining: An Argument in Favor of Deep
Learning and Reasoning},
journal = {Frontiers Big Data},
volume = {2},
pages = {52},
year = {2019},
url = {https://doi.org/10.3389/fdata.2019.00052},
doi = {10.3389/FDATA.2019.00052},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fdata/GalassiK0ST19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/firai/RiguzziKLN19,
author = {Fabrizio Riguzzi and
Kristian Kersting and
Marco Lippi and
Sriraam Natarajan},
title = {Editorial: Statistical Relational Artificial Intelligence},
journal = {Frontiers Robotics {AI}},
volume = {6},
pages = {68},
year = {2019},
url = {https://doi.org/10.3389/frobt.2019.00068},
doi = {10.3389/FROBT.2019.00068},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/firai/RiguzziKLN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/BruggerBPLKSKSM19,
author = {Anna Brugger and
Jan Behmann and
Stefan Paulus and
Hans{-}Georg Luigs and
Matheus Thomas Kuska and
Patrick Schramowski and
Kristian Kersting and
Ulrike Steiner and
Anne{-}Katrin Mahlein},
title = {Extending Hyperspectral Imaging for Plant Phenotyping to the UV-Range},
journal = {Remote. Sens.},
volume = {11},
number = {12},
pages = {1401},
year = {2019},
url = {https://doi.org/10.3390/rs11121401},
doi = {10.3390/RS11121401},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/BruggerBPLKSKSM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/Vergari0PGKV19,
author = {Antonio Vergari and
Alejandro Molina and
Robert Peharz and
Zoubin Ghahramani and
Kristian Kersting and
Isabel Valera},
title = {Automatic Bayesian Density Analysis},
booktitle = {The Thirty-Third {AAAI} Conference on Artificial Intelligence, {AAAI}
2019, The Thirty-First Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2019, The Ninth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2019, Honolulu, Hawaii,
USA, January 27 - February 1, 2019},
pages = {5207--5215},
publisher = {{AAAI} Press},
year = {2019},
url = {https://doi.org/10.1609/aaai.v33i01.33015207},
doi = {10.1609/AAAI.V33I01.33015207},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/Vergari0PGKV19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/DasDKKN19,
author = {Mayukh Das and
Devendra Singh Dhami and
Gautam Kunapuli and
Kristian Kersting and
Sriraam Natarajan},
title = {Fast Relational Probabilistic Inference and Learning: Approximate
Counting via Hypergraphs},
booktitle = {The Thirty-Third {AAAI} Conference on Artificial Intelligence, {AAAI}
2019, The Thirty-First Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2019, The Ninth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2019, Honolulu, Hawaii,
USA, January 27 - February 1, 2019},
pages = {7816--7824},
publisher = {{AAAI} Press},
year = {2019},
url = {https://doi.org/10.1609/aaai.v33i01.33017816},
doi = {10.1609/AAAI.V33I01.33017816},
timestamp = {Tue, 02 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aaai/DasDKKN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/JentzschSRK19,
author = {Sophie F. Jentzsch and
Patrick Schramowski and
Constantin A. Rothkopf and
Kristian Kersting},
editor = {Vincent Conitzer and
Gillian K. Hadfield and
Shannon Vallor},
title = {Semantics Derived Automatically from Language Corpora Contain Human-like
Moral Choices},
booktitle = {Proceedings of the 2019 {AAAI/ACM} Conference on AI, Ethics, and Society,
{AIES} 2019, Honolulu, HI, USA, January 27-28, 2019},
pages = {37--44},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3306618.3314267},
doi = {10.1145/3306618.3314267},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aies/JentzschSRK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aies/TesoK19,
author = {Stefano Teso and
Kristian Kersting},
editor = {Vincent Conitzer and
Gillian K. Hadfield and
Shannon Vallor},
title = {Explanatory Interactive Machine Learning},
booktitle = {Proceedings of the 2019 {AAAI/ACM} Conference on AI, Ethics, and Society,
{AIES} 2019, Honolulu, HI, USA, January 27-28, 2019},
pages = {239--245},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3306618.3314293},
doi = {10.1145/3306618.3314293},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aies/TesoK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icfpt/WeberSO0K019,
author = {Lukas Weber and
Lukas Sommer and
Julian Oppermann and
Alejandro Molina and
Kristian Kersting and
Andreas Koch},
title = {Resource-Efficient Logarithmic Number Scale Arithmetic for {SPN} Inference
on FPGAs},
booktitle = {International Conference on Field-Programmable Technology, {FPT} 2019,
Tianjin, China, December 9-13, 2019},
pages = {251--254},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICFPT47387.2019.00040},
doi = {10.1109/ICFPT47387.2019.00040},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icfpt/WeberSO0K019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/StelznerPK19,
author = {Karl Stelzner and
Robert Peharz and
Kristian Kersting},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Faster Attend-Infer-Repeat with Tractable Probabilistic Models},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {5966--5975},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/stelzner19a.html},
timestamp = {Tue, 11 Jun 2019 15:37:38 +0200},
biburl = {https://dblp.org/rec/conf/icml/StelznerPK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KaurKJKN19,
author = {Navdeep Kaur and
Gautam Kunapuli and
Saket Joshi and
Kristian Kersting and
Sriraam Natarajan},
editor = {Dimitar Kazakov and
Can Erten},
title = {Neural Networks for Relational Data},
booktitle = {Inductive Logic Programming - 29th International Conference, {ILP}
2019, Plovdiv, Bulgaria, September 3-5, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11770},
pages = {62--71},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-49210-6\_6},
doi = {10.1007/978-3-030-49210-6\_6},
timestamp = {Sat, 06 Jun 2020 15:35:09 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KaurKJKN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ki/LudtkeMKK19,
author = {Stefan L{\"{u}}dtke and
Alejandro Molina and
Kristian Kersting and
Thomas Kirste},
editor = {Christoph Benzm{\"{u}}ller and
Heiner Stuckenschmidt},
title = {Gaussian Lifted Marginal Filtering},
booktitle = {{KI} 2019: Advances in Artificial Intelligence - 42nd German Conference
on AI, Kassel, Germany, September 23-26, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11793},
pages = {230--243},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-30179-8\_19},
doi = {10.1007/978-3-030-30179-8\_19},
timestamp = {Wed, 07 Dec 2022 23:13:16 +0100},
biburl = {https://dblp.org/rec/conf/ki/LudtkeMKK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/Volcker0NWK19,
author = {Claas V{\"{o}}lcker and
Alejandro Molina and
Johannes Neumann and
Dirk Westermann and
Kristian Kersting},
editor = {Peggy Cellier and
Kurt Driessens},
title = {DeepNotebooks: Deep Probabilistic Models Construct Python Notebooks
for Reporting Datasets},
booktitle = {Machine Learning and Knowledge Discovery in Databases - International
Workshops of {ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September
16-20, 2019, Proceedings, Part {I}},
series = {Communications in Computer and Information Science},
volume = {1167},
pages = {28--43},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-43823-4\_3},
doi = {10.1007/978-3-030-43823-4\_3},
timestamp = {Tue, 31 Mar 2020 12:08:19 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/Volcker0NWK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/PeharzVS0TSKG19,
author = {Robert Peharz and
Antonio Vergari and
Karl Stelzner and
Alejandro Molina and
Martin Trapp and
Xiaoting Shao and
Kristian Kersting and
Zoubin Ghahramani},
editor = {Amir Globerson and
Ricardo Silva},
title = {Random Sum-Product Networks: {A} Simple and Effective Approach to
Probabilistic Deep Learning},
booktitle = {Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2019, Tel Aviv, Israel, July 22-25, 2019},
series = {Proceedings of Machine Learning Research},
volume = {115},
pages = {334--344},
publisher = {{AUAI} Press},
year = {2019},
url = {http://proceedings.mlr.press/v115/peharz20a.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/PeharzVS0TSKG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-03704,
author = {Alejandro Molina and
Antonio Vergari and
Karl Stelzner and
Robert Peharz and
Pranav Subramani and
Nicola Di Mauro and
Pascal Poupart and
Kristian Kersting},
title = {SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning
using Sum-Product Networks},
journal = {CoRR},
volume = {abs/1901.03704},
year = {2019},
url = {http://arxiv.org/abs/1901.03704},
eprinttype = {arXiv},
eprint = {1901.03704},
timestamp = {Fri, 01 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-03704.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-09516,
author = {Kristian Kersting and
Jan Peters and
Constantin A. Rothkopf},
title = {Was ist eine Professur fuer Kuenstliche Intelligenz?},
journal = {CoRR},
volume = {abs/1903.09516},
year = {2019},
url = {http://arxiv.org/abs/1903.09516},
eprinttype = {arXiv},
eprint = {1903.09516},
timestamp = {Mon, 01 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-09516.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-08550,
author = {Xiaoting Shao and
Alejandro Molina and
Antonio Vergari and
Karl Stelzner and
Robert Peharz and
Thomas Liebig and
Kristian Kersting},
title = {Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic
Architectures},
journal = {CoRR},
volume = {abs/1905.08550},
year = {2019},
url = {http://arxiv.org/abs/1905.08550},
eprinttype = {arXiv},
eprint = {1905.08550},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-08550.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-09103,
author = {Andrea Galassi and
Kristian Kersting and
Marco Lippi and
Xiaoting Shao and
Paolo Torroni},
title = {Neural-Symbolic Argumentation Mining: an Argument in Favour of Deep
Learning and Reasoning},
journal = {CoRR},
volume = {abs/1905.09103},
year = {2019},
url = {http://arxiv.org/abs/1905.09103},
eprinttype = {arXiv},
eprint = {1905.09103},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-09103.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-07809,
author = {Parisa Kordjamshidi and
Dan Roth and
Kristian Kersting},
title = {Declarative Learning-Based Programming as an Interface to {AI} Systems},
journal = {CoRR},
volume = {abs/1906.07809},
year = {2019},
url = {http://arxiv.org/abs/1906.07809},
eprinttype = {arXiv},
eprint = {1906.07809},
timestamp = {Mon, 24 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-07809.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-06732,
author = {Alejandro Molina and
Patrick Schramowski and
Kristian Kersting},
title = {Pad{\'{e}} Activation Units: End-to-end Learning of Flexible
Activation Functions in Deep Networks},
journal = {CoRR},
volume = {abs/1907.06732},
year = {2019},
url = {http://arxiv.org/abs/1907.06732},
eprinttype = {arXiv},
eprint = {1907.06732},
timestamp = {Tue, 23 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-06732.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-03250,
author = {Fabrizio Ventola and
Karl Stelzner and
Alejandro Molina and
Kristian Kersting},
title = {Random Sum-Product Forests with Residual Links},
journal = {CoRR},
volume = {abs/1908.03250},
year = {2019},
url = {http://arxiv.org/abs/1908.03250},
eprinttype = {arXiv},
eprint = {1908.03250},
timestamp = {Mon, 19 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-03250.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06660,
author = {Johannes Czech and
Moritz Willig and
Alena Beyer and
Kristian Kersting and
Johannes F{\"{u}}rnkranz},
title = {Learning to play the Chess Variant Crazyhouse above World Champion
Level with Deep Neural Networks and Human Data},
journal = {CoRR},
volume = {abs/1908.06660},
year = {2019},
url = {http://arxiv.org/abs/1908.06660},
eprinttype = {arXiv},
eprint = {1908.06660},
timestamp = {Mon, 26 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-06660.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-00607,
author = {Benjamin Hilprecht and
Andreas Schmidt and
Moritz Kulessa and
Alejandro Molina and
Kristian Kersting and
Carsten Binnig},
title = {DeepDB: Learn from Data, not from Queries!},
journal = {CoRR},
volume = {abs/1909.00607},
year = {2019},
url = {http://arxiv.org/abs/1909.00607},
eprinttype = {arXiv},
eprint = {1909.00607},
timestamp = {Wed, 26 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-00607.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-04723,
author = {Navdeep Kaur and
Gautam Kunapuli and
Saket Joshi and
Kristian Kersting and
Sriraam Natarajan},
title = {Neural Networks for Relational Data},
journal = {CoRR},
volume = {abs/1909.04723},
year = {2019},
url = {http://arxiv.org/abs/1909.04723},
eprinttype = {arXiv},
eprint = {1909.04723},
timestamp = {Tue, 17 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-04723.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-02425,
author = {Jannik Kossen and
Karl Stelzner and
Marcel Hussing and
Claas Voelcker and
Kristian Kersting},
title = {Structured Object-Aware Physics Prediction for Video Modeling and
Planning},
journal = {CoRR},
volume = {abs/1910.02425},
year = {2019},
url = {http://arxiv.org/abs/1910.02425},
eprinttype = {arXiv},
eprint = {1910.02425},
timestamp = {Wed, 09 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-02425.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-05238,
author = {Patrick Schramowski and
Cigdem Turan and
Sophie F. Jentzsch and
Constantin A. Rothkopf and
Kristian Kersting},
title = {{BERT} has a Moral Compass: Improvements of ethical and moral values
of machines},
journal = {CoRR},
volume = {abs/1912.05238},
year = {2019},
url = {http://arxiv.org/abs/1912.05238},
eprinttype = {arXiv},
eprint = {1912.05238},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-05238.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/BenediktKKN19,
author = {Michael Benedikt and
Kristian Kersting and
Phokion G. Kolaitis and
Daniel Neider},
title = {Logic and Learning (Dagstuhl Seminar 19361)},
journal = {Dagstuhl Reports},
volume = {9},
number = {9},
pages = {1--22},
year = {2019},
url = {https://doi.org/10.4230/DagRep.9.9.1},
doi = {10.4230/DAGREP.9.9.1},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/BenediktKKN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fdata/Kersting18,
author = {Kristian Kersting},
title = {Machine Learning and Artificial Intelligence: Two Fellow Travelers
on the Quest for Intelligent Behavior in Machines},
journal = {Frontiers Big Data},
volume = {1},
pages = {6},
year = {2018},
url = {https://doi.org/10.3389/fdata.2018.00006},
doi = {10.3389/FDATA.2018.00006},
timestamp = {Wed, 20 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fdata/Kersting18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/KerstingM18,
author = {Kristian Kersting and
Ulrich Meyer},
title = {From Big Data to Big Artificial Intelligence? - Algorithmic Challenges
and Opportunities of Big Data},
journal = {K{\"{u}}nstliche Intell.},
volume = {32},
number = {1},
pages = {3--8},
year = {2018},
url = {https://doi.org/10.1007/s13218-017-0523-7},
doi = {10.1007/S13218-017-0523-7},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/KerstingM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Kersting18,
author = {Kristian Kersting},
title = {Making {AI} Smarter},
journal = {K{\"{u}}nstliche Intell.},
volume = {32},
number = {4},
pages = {227--229},
year = {2018},
url = {https://doi.org/10.1007/s13218-018-0562-8},
doi = {10.1007/S13218-018-0562-8},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/Kersting18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/0001MK18,
author = {Alejandro Molina and
Alexander Munteanu and
Kristian Kersting},
editor = {Sheila A. McIlraith and
Kilian Q. Weinberger},
title = {Core Dependency Networks},
booktitle = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
(AAAI-18), the 30th innovative Applications of Artificial Intelligence
(IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
2-7, 2018},
pages = {3820--3827},
publisher = {{AAAI} Press},
year = {2018},
url = {https://doi.org/10.1609/aaai.v32i1.11726},
doi = {10.1609/AAAI.V32I1.11726},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/0001MK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/0001VMNEK18,
author = {Alejandro Molina and
Antonio Vergari and
Nicola Di Mauro and
Sriraam Natarajan and
Floriana Esposito and
Kristian Kersting},
editor = {Sheila A. McIlraith and
Kilian Q. Weinberger},
title = {Mixed Sum-Product Networks: {A} Deep Architecture for Hybrid Domains},
booktitle = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
(AAAI-18), the 30th innovative Applications of Artificial Intelligence
(IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
2-7, 2018},
pages = {3828--3835},
publisher = {{AAAI} Press},
year = {2018},
url = {https://doi.org/10.1609/aaai.v32i1.11731},
doi = {10.1609/AAAI.V32I1.11731},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/0001VMNEK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/VergariPM0KE18,
author = {Antonio Vergari and
Robert Peharz and
Nicola Di Mauro and
Alejandro Molina and
Kristian Kersting and
Floriana Esposito},
editor = {Sheila A. McIlraith and
Kilian Q. Weinberger},
title = {Sum-Product Autoencoding: Encoding and Decoding Representations Using
Sum-Product Networks},
booktitle = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
(AAAI-18), the 30th innovative Applications of Artificial Intelligence
(IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
2-7, 2018},
pages = {4163--4170},
publisher = {{AAAI} Press},
year = {2018},
url = {https://doi.org/10.1609/aaai.v32i1.11734},
doi = {10.1609/AAAI.V32I1.11734},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/VergariPM0KE18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/SommerO0BK018,
author = {Lukas Sommer and
Julian Oppermann and
Alejandro Molina and
Carsten Binnig and
Kristian Kersting and
Andreas Koch},
title = {Automatic Mapping of the Sum-Product Network Inference Problem to
FPGA-Based Accelerators},
booktitle = {36th {IEEE} International Conference on Computer Design, {ICCD} 2018,
Orlando, FL, USA, October 7-10, 2018},
pages = {350--357},
publisher = {{IEEE} Computer Society},
year = {2018},
url = {https://doi.org/10.1109/ICCD.2018.00060},
doi = {10.1109/ICCD.2018.00060},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccd/SommerO0BK018.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/LioutikovMVK018,
author = {Rudolf Lioutikov and
Guilherme Maeda and
Filipe Veiga and
Kristian Kersting and
Jan Peters},
title = {Inducing Probabilistic Context-Free Grammars for the Sequencing of
Movement Primitives},
booktitle = {2018 {IEEE} International Conference on Robotics and Automation, {ICRA}
2018, Brisbane, Australia, May 21-25, 2018},
pages = {1--8},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/ICRA.2018.8460190},
doi = {10.1109/ICRA.2018.8460190},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/icra/LioutikovMVK018.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/KolbMSBK18,
author = {Samuel Kolb and
Martin Mladenov and
Scott Sanner and
Vaishak Belle and
Kristian Kersting},
editor = {J{\'{e}}r{\^{o}}me Lang},
title = {Efficient Symbolic Integration for Probabilistic Inference},
booktitle = {Proceedings of the Twenty-Seventh International Joint Conference on
Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
Sweden},
pages = {5031--5037},
publisher = {ijcai.org},
year = {2018},
url = {https://doi.org/10.24963/ijcai.2018/698},
doi = {10.24963/IJCAI.2018/698},
timestamp = {Tue, 20 Aug 2019 16:19:08 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/KolbMSBK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/LudtkeS0KK18,
author = {Stefan L{\"{u}}dtke and
Max Schr{\"{o}}der and
Sebastian Bader and
Kristian Kersting and
Thomas Kirste},
editor = {J{\'{e}}r{\^{o}}me Lang},
title = {Lifted Filtering via Exchangeable Decomposition},
booktitle = {Proceedings of the Twenty-Seventh International Joint Conference on
Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
Sweden},
pages = {5067--5073},
publisher = {ijcai.org},
year = {2018},
url = {https://doi.org/10.24963/ijcai.2018/703},
doi = {10.24963/IJCAI.2018/703},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/LudtkeS0KK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/KordjamshidiRK18,
author = {Parisa Kordjamshidi and
Dan Roth and
Kristian Kersting},
editor = {J{\'{e}}r{\^{o}}me Lang},
title = {Systems {AI:} {A} Declarative Learning Based Programming Perspective},
booktitle = {Proceedings of the Twenty-Seventh International Joint Conference on
Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
Sweden},
pages = {5464--5471},
publisher = {ijcai.org},
year = {2018},
url = {https://doi.org/10.24963/ijcai.2018/771},
doi = {10.24963/IJCAI.2018/771},
timestamp = {Tue, 20 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/KordjamshidiRK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kr/RamananKKFK0KN18,
author = {Nandini Ramanan and
Gautam Kunapuli and
Tushar Khot and
Bahare Fatemi and
Seyed Mehran Kazemi and
David Poole and
Kristian Kersting and
Sriraam Natarajan},
editor = {Michael Thielscher and
Francesca Toni and
Frank Wolter},
title = {Structure Learning for Relational Logistic Regression: An Ensemble
Approach},
booktitle = {Principles of Knowledge Representation and Reasoning: Proceedings
of the Sixteenth International Conference, {KR} 2018, Tempe, Arizona,
30 October - 2 November 2018},
pages = {661--662},
publisher = {{AAAI} Press},
year = {2018},
url = {https://aaai.org/ocs/index.php/KR/KR18/paper/view/18055},
timestamp = {Tue, 09 Feb 2021 08:33:51 +0100},
biburl = {https://dblp.org/rec/conf/kr/RamananKKFK0KN18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-10495,
author = {Stefan L{\"{u}}dtke and
Max Schr{\"{o}}der and
Sebastian Bader and
Kristian Kersting and
Thomas Kirste},
title = {Lifted Filtering via Exchangeable Decomposition},
journal = {CoRR},
volume = {abs/1801.10495},
year = {2018},
url = {http://arxiv.org/abs/1801.10495},
eprinttype = {arXiv},
eprint = {1801.10495},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1801-10495.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-04300,
author = {Patrick Schramowski and
Christian Bauckhage and
Kristian Kersting},
title = {Neural Conditional Gradients},
journal = {CoRR},
volume = {abs/1803.04300},
year = {2018},
url = {http://arxiv.org/abs/1803.04300},
eprinttype = {arXiv},
eprint = {1803.04300},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1803-04300.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-08578,
author = {Stefano Teso and
Kristian Kersting},
title = {"Why Should {I} Trust Interactive Learners?" Explaining
Interactive Queries of Classifiers to Users},
journal = {CoRR},
volume = {abs/1805.08578},
year = {2018},
url = {http://arxiv.org/abs/1805.08578},
eprinttype = {arXiv},
eprint = {1805.08578},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-08578.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01910,
author = {Robert Peharz and
Antonio Vergari and
Karl Stelzner and
Alejandro Molina and
Martin Trapp and
Kristian Kersting and
Zoubin Ghahramani},
title = {Probabilistic Deep Learning using Random Sum-Product Networks},
journal = {CoRR},
volume = {abs/1806.01910},
year = {2018},
url = {http://arxiv.org/abs/1806.01910},
eprinttype = {arXiv},
eprint = {1806.01910},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-01910.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-09306,
author = {Antonio Vergari and
Alejandro Molina and
Robert Peharz and
Zoubin Ghahramani and
Kristian Kersting and
Isabel Valera},
title = {Automatic Bayesian Density Analysis},
journal = {CoRR},
volume = {abs/1807.09306},
year = {2018},
url = {http://arxiv.org/abs/1807.09306},
eprinttype = {arXiv},
eprint = {1807.09306},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-09306.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-02123,
author = {Nandini Ramanan and
Gautam Kunapuli and
Tushar Khot and
Bahare Fatemi and
Seyed Mehran Kazemi and
David Poole and
Kristian Kersting and
Sriraam Natarajan},
title = {Structure Learning for Relational Logistic Regression: An Ensemble
Approach},
journal = {CoRR},
volume = {abs/1808.02123},
year = {2018},
url = {http://arxiv.org/abs/1808.02123},
eprinttype = {arXiv},
eprint = {1808.02123},
timestamp = {Sun, 02 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-02123.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-06224,
author = {Moritz Kulessa and
Alejandro Molina and
Carsten Binnig and
Benjamin Hilprecht and
Kristian Kersting},
title = {Model-based Approximate Query Processing},
journal = {CoRR},
volume = {abs/1811.06224},
year = {2018},
url = {http://arxiv.org/abs/1811.06224},
eprinttype = {arXiv},
eprint = {1811.06224},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1811-06224.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/KerstingMT17,
author = {Kristian Kersting and
Martin Mladenov and
Pavel Tokmakov},
title = {Relational linear programming},
journal = {Artif. Intell.},
volume = {244},
pages = {188--216},
year = {2017},
url = {https://doi.org/10.1016/j.artint.2015.06.009},
doi = {10.1016/J.ARTINT.2015.06.009},
timestamp = {Sat, 27 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ai/KerstingMT17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/BhattK17,
author = {Mehul Bhatt and
Kristian Kersting},
title = {Semantic Interpretation of Multi-Modal Human-Behaviour Data - Making
Sense of Events, Activities, Processes},
journal = {K{\"{u}}nstliche Intell.},
volume = {31},
number = {4},
pages = {317--320},
year = {2017},
url = {https://doi.org/10.1007/s13218-017-0511-y},
doi = {10.1007/S13218-017-0511-Y},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/BhattK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tgis/DehbiHGKP17,
author = {Youness Dehbi and
Fabian Hadiji and
Gerhard Gr{\"{o}}ger and
Kristian Kersting and
Lutz Pl{\"{u}}mer},
title = {Statistical Relational Learning of Grammar Rules for 3D Building Reconstruction},
journal = {Trans. {GIS}},
volume = {21},
number = {1},
pages = {134--150},
year = {2017},
url = {https://doi.org/10.1111/tgis.12200},
doi = {10.1111/TGIS.12200},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tgis/DehbiHGKP17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MladenovBK17,
author = {Martin Mladenov and
Vaishak Belle and
Kristian Kersting},
editor = {Satinder Singh and
Shaul Markovitch},
title = {The Symbolic Interior Point Method},
booktitle = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
February 4-9, 2017, San Francisco, California, {USA}},
pages = {1199--1205},
publisher = {{AAAI} Press},
year = {2017},
url = {https://doi.org/10.1609/aaai.v31i1.10699},
doi = {10.1609/AAAI.V31I1.10699},
timestamp = {Mon, 04 Sep 2023 14:40:32 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MladenovBK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MladenovKK17,
author = {Martin Mladenov and
Leonard Kleinhans and
Kristian Kersting},
editor = {Satinder Singh and
Shaul Markovitch},
title = {Lifted Inference for Convex Quadratic Programs},
booktitle = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
February 4-9, 2017, San Francisco, California, {USA}},
pages = {2350--2356},
publisher = {{AAAI} Press},
year = {2017},
url = {https://doi.org/10.1609/aaai.v31i1.10841},
doi = {10.1609/AAAI.V31I1.10841},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MladenovKK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MolinaNK17,
author = {Alejandro Molina and
Sriraam Natarajan and
Kristian Kersting},
editor = {Satinder Singh and
Shaul Markovitch},
title = {Poisson Sum-Product Networks: {A} Deep Architecture for Tractable
Multivariate Poisson Distributions},
booktitle = {Proceedings of the Thirty-First {AAAI} Conference on Artificial Intelligence,
February 4-9, 2017, San Francisco, California, {USA}},
pages = {2357--2363},
publisher = {{AAAI} Press},
year = {2017},
url = {https://doi.org/10.1609/aaai.v31i1.10844},
doi = {10.1609/AAAI.V31I1.10844},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MolinaNK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/YangHKGN17,
author = {Shuo Yang and
Fabian Hadiji and
Kristian Kersting and
Shaun J. Grannis and
Sriraam Natarajan},
editor = {Xiaohua Hu and
Chi{-}Ren Shyu and
Yana Bromberg and
Jean Gao and
Yang Gong and
Dmitry Korkin and
Illhoi Yoo and
Huiru Jane Zheng},
title = {Modeling heart procedures from EHRs: An application of exponential
families},
booktitle = {2017 {IEEE} International Conference on Bioinformatics and Biomedicine,
{BIBM} 2017, Kansas City, MO, USA, November 13-16, 2017},
pages = {491--497},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/BIBM.2017.8217696},
doi = {10.1109/BIBM.2017.8217696},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bibm/YangHKGN17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cicling/GurevychMBFK0S17,
author = {Iryna Gurevych and
Christian M. Meyer and
Carsten Binnig and
Johannes F{\"{u}}rnkranz and
Kristian Kersting and
Stefan Roth and
Edwin Simpson},
editor = {Alexander F. Gelbukh},
title = {Interactive Data Analytics for the Humanities},
booktitle = {Computational Linguistics and Intelligent Text Processing - 18th International
Conference, CICLing 2017, Budapest, Hungary, April 17-23, 2017, Revised
Selected Papers, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {10761},
pages = {527--549},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-77113-7\_41},
doi = {10.1007/978-3-319-77113-7\_41},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cicling/GurevychMBFK0S17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/0001KM17,
author = {Christopher Morris and
Kristian Kersting and
Petra Mutzel},
editor = {Vijay Raghavan and
Srinivas Aluru and
George Karypis and
Lucio Miele and
Xindong Wu},
title = {Glocalized Weisfeiler-Lehman Graph Kernels: Global-Local Feature Maps
of Graphs},
booktitle = {2017 {IEEE} International Conference on Data Mining, {ICDM} 2017,
New Orleans, LA, USA, November 18-21, 2017},
pages = {327--336},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/ICDM.2017.42},
doi = {10.1109/ICDM.2017.42},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/0001KM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/XuKR17,
author = {Zhao Xu and
Kristian Kersting and
Lorenzo von Ritter},
editor = {Carles Sierra},
title = {Stochastic Online Anomaly Analysis for Streaming Time Series},
booktitle = {Proceedings of the Twenty-Sixth International Joint Conference on
Artificial Intelligence, {IJCAI} 2017, Melbourne, Australia, August
19-25, 2017},
pages = {3189--3195},
publisher = {ijcai.org},
year = {2017},
url = {https://doi.org/10.24963/ijcai.2017/445},
doi = {10.24963/IJCAI.2017/445},
timestamp = {Tue, 20 Aug 2019 16:16:54 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/XuKR17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KaurKKKCN17,
author = {Navdeep Kaur and
Gautam Kunapuli and
Tushar Khot and
Kristian Kersting and
William Cohen and
Sriraam Natarajan},
editor = {Nicolas Lachiche and
Christel Vrain},
title = {Relational Restricted Boltzmann Machines: {A} Probabilistic Logic
Learning Approach},
booktitle = {Inductive Logic Programming - 27th International Conference, {ILP}
2017, Orl{\'{e}}ans, France, September 4-6, 2017, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {10759},
pages = {94--111},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-78090-0\_7},
doi = {10.1007/978-3-319-78090-0\_7},
timestamp = {Tue, 14 May 2019 10:00:36 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KaurKKKCN17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/XuVK17,
author = {Zhao Xu and
Romain Vial and
Kristian Kersting},
editor = {Michelangelo Ceci and
Jaakko Hollm{\'{e}}n and
Ljupco Todorovski and
Celine Vens and
Saso Dzeroski},
title = {Graph Enhanced Memory Networks for Sentiment Analysis},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {10534},
pages = {374--389},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-71249-9\_23},
doi = {10.1007/978-3-319-71249-9\_23},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/XuVK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/uai/2017,
editor = {Gal Elidan and
Kristian Kersting and
Alexander Ihler},
title = {Proceedings of the Thirty-Third Conference on Uncertainty in Artificial
Intelligence, {UAI} 2017, Sydney, Australia, August 11-15, 2017},
publisher = {{AUAI} Press},
year = {2017},
url = {http://www.auai.org/uai2017/media/Booklet.pdf},
timestamp = {Mon, 05 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/2017.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/QuadriantoKX17,
author = {Novi Quadrianto and
Kristian Kersting and
Zhao Xu},
editor = {Claude Sammut and
Geoffrey I. Webb},
title = {Gaussian Process},
booktitle = {Encyclopedia of Machine Learning and Data Mining},
pages = {535--548},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-1-4899-7687-1\_108},
doi = {10.1007/978-1-4899-7687-1\_108},
timestamp = {Sun, 10 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/ml/QuadriantoKX17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/RaedtK17,
author = {Luc De Raedt and
Kristian Kersting},
editor = {Claude Sammut and
Geoffrey I. Webb},
title = {Statistical Relational Learning},
booktitle = {Encyclopedia of Machine Learning and Data Mining},
pages = {1177--1187},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-1-4899-7687-1\_786},
doi = {10.1007/978-1-4899-7687-1\_786},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/ml/RaedtK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/SannerK17,
author = {Scott Sanner and
Kristian Kersting},
editor = {Claude Sammut and
Geoffrey I. Webb},
title = {Symbolic Dynamic Programming},
booktitle = {Encyclopedia of Machine Learning and Data Mining},
pages = {1220--1228},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-1-4899-7687-1\_806},
doi = {10.1007/978-1-4899-7687-1\_806},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/ml/SannerK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KriegeN0KM17,
author = {Nils M. Kriege and
Marion Neumann and
Christopher Morris and
Kristian Kersting and
Petra Mutzel},
title = {A Unifying View of Explicit and Implicit Feature Maps for Structured
Data: Systematic Studies of Graph Kernels},
journal = {CoRR},
volume = {abs/1703.00676},
year = {2017},
url = {http://arxiv.org/abs/1703.00676},
eprinttype = {arXiv},
eprint = {1703.00676},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KriegeN0KM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/0001KM17,
author = {Christopher Morris and
Kristian Kersting and
Petra Mutzel},
title = {Global Weisfeiler-Lehman Graph Kernels},
journal = {CoRR},
volume = {abs/1703.02379},
year = {2017},
url = {http://arxiv.org/abs/1703.02379},
eprinttype = {arXiv},
eprint = {1703.02379},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/0001KM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-03285,
author = {Alejandro Molina and
Alexander Munteanu and
Kristian Kersting},
title = {Coresets for Dependency Networks},
journal = {CoRR},
volume = {abs/1710.03285},
year = {2017},
url = {http://arxiv.org/abs/1710.03285},
eprinttype = {arXiv},
eprint = {1710.03285},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-03285.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-03297,
author = {Alejandro Molina and
Antonio Vergari and
Nicola Di Mauro and
Sriraam Natarajan and
Floriana Esposito and
Kristian Kersting},
title = {Sum-Product Networks for Hybrid Domains},
journal = {CoRR},
volume = {abs/1710.03297},
year = {2017},
url = {http://arxiv.org/abs/1710.03297},
eprinttype = {arXiv},
eprint = {1710.03297},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-03297.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/synthesis/2016Raedt,
author = {Luc De Raedt and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {Statistical Relational Artificial Intelligence: Logic, Probability,
and Computation},
series = {Synthesis Lectures on Artificial Intelligence and Machine Learning},
publisher = {Morgan {\&} Claypool Publishers},
year = {2016},
url = {https://doi.org/10.2200/S00692ED1V01Y201601AIM032},
doi = {10.2200/S00692ED1V01Y201601AIM032},
isbn = {978-3-031-00022-5},
timestamp = {Tue, 17 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/synthesis/2016Raedt.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/SzymanskiKK16,
author = {Piotr Szymanski and
Tomasz Kajdanowicz and
Kristian Kersting},
title = {How Is a Data-Driven Approach Better than Random Choice in Label Space
Division for Multi-Label Classification?},
journal = {Entropy},
volume = {18},
number = {8},
pages = {282},
year = {2016},
url = {https://doi.org/10.3390/e18080282},
doi = {10.3390/E18080282},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/entropy/SzymanskiKK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ftweb/BauckhageK16,
author = {Christian Bauckhage and
Kristian Kersting},
title = {Collective Attention on the Web},
journal = {Found. Trends Web Sci.},
volume = {5},
number = {1-2},
pages = {1--136},
year = {2016},
url = {https://doi.org/10.1561/1800000024},
doi = {10.1561/1800000024},
timestamp = {Fri, 03 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ftweb/BauckhageK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/NeumannGBK16,
author = {Marion Neumann and
Roman Garnett and
Christian Bauckhage and
Kristian Kersting},
title = {Propagation kernels: efficient graph kernels from propagated information},
journal = {Mach. Learn.},
volume = {102},
number = {2},
pages = {209--245},
year = {2016},
url = {https://doi.org/10.1007/s10994-015-5517-9},
doi = {10.1007/S10994-015-5517-9},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/NeumannGBK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MladenovHKGK16,
author = {Martin Mladenov and
Danny Heinrich and
Leonard Kleinhans and
Felix Gonsior and
Kristian Kersting},
editor = {Parisa Kordjamshidi},
title = {{RELOOP:} {A} Python-Embedded Declarative Language for Relational
Optimization},
booktitle = {Declarative Learning Based Programming, Papers from the 2016 {AAAI}
Workshop, Phoenix, Arizona, USA, February 13, 2016},
series = {{AAAI} Technical Report},
volume = {{WS-16-07}},
publisher = {{AAAI} Press},
year = {2016},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW16/paper/view/12614},
timestamp = {Tue, 05 Sep 2023 08:59:27 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MladenovHKGK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/YangKKN16,
author = {Shuo Yang and
Tushar Khot and
Kristian Kersting and
Sriraam Natarajan},
editor = {Dale Schuurmans and
Michael P. Wellman},
title = {Learning Continuous-Time Bayesian Networks in Relational Domains:
{A} Non-Parametric Approach},
booktitle = {Proceedings of the Thirtieth {AAAI} Conference on Artificial Intelligence,
February 12-17, 2016, Phoenix, Arizona, {USA}},
pages = {2265--2271},
publisher = {{AAAI} Press},
year = {2016},
url = {https://doi.org/10.1609/aaai.v30i1.10220},
doi = {10.1609/AAAI.V30I1.10220},
timestamp = {Mon, 04 Sep 2023 15:08:28 +0200},
biburl = {https://dblp.org/rec/conf/aaai/YangKKN16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/birthday/NatarajanSWVK16,
author = {Sriraam Natarajan and
Ameet Soni and
Anurag Wazalwar and
Dileep Viswanathan and
Kristian Kersting},
editor = {Stefan Michaelis and
Nico Piatkowski and
Marco Stolpe},
title = {Deep Distant Supervision: Learning Statistical Relational Models for
Weak Supervision in Natural Language Extraction},
booktitle = {Solving Large Scale Learning Tasks. Challenges and Algorithms - Essays
Dedicated to Katharina Morik on the Occasion of Her 60th Birthday},
series = {Lecture Notes in Computer Science},
volume = {9580},
pages = {331--345},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-41706-6\_18},
doi = {10.1007/978-3-319-41706-6\_18},
timestamp = {Tue, 14 May 2019 10:00:52 +0200},
biburl = {https://dblp.org/rec/conf/birthday/NatarajanSWVK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MorrisKKM16,
author = {Christopher Morris and
Nils M. Kriege and
Kristian Kersting and
Petra Mutzel},
editor = {Francesco Bonchi and
Josep Domingo{-}Ferrer and
Ricardo Baeza{-}Yates and
Zhi{-}Hua Zhou and
Xindong Wu},
title = {Faster Kernels for Graphs with Continuous Attributes via Hashing},
booktitle = {{IEEE} 16th International Conference on Data Mining, {ICDM} 2016,
December 12-15, 2016, Barcelona, Spain},
pages = {1095--1100},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/ICDM.2016.0142},
doi = {10.1109/ICDM.2016.0142},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/MorrisKKM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/TaylorSKWQ16,
author = {Joseph G. Taylor and
Viktoriia Sharmanska and
Kristian Kersting and
David Weir and
Novi Quadrianto},
editor = {Subbarao Kambhampati},
title = {Learning Using Unselected Features (LUFe)},
booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on
Artificial Intelligence, {IJCAI} 2016, New York, NY, USA, 9-15 July
2016},
pages = {2060--2066},
publisher = {{IJCAI/AAAI} Press},
year = {2016},
url = {http://www.ijcai.org/Abstract/16/294},
timestamp = {Tue, 20 Aug 2019 16:19:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/TaylorSKWQ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/OdomKKN16,
author = {Phillip Odom and
Raksha Kumaraswamy and
Kristian Kersting and
Sriraam Natarajan},
editor = {James Cussens and
Alessandra Russo},
title = {Learning Through Advice-Seeking via Transfer},
booktitle = {Inductive Logic Programming - 26th International Conference, {ILP}
2016, London, UK, September 4-6, 2016, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {10326},
pages = {40--51},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-63342-8\_4},
doi = {10.1007/978-3-319-63342-8\_4},
timestamp = {Tue, 14 May 2019 10:00:36 +0200},
biburl = {https://dblp.org/rec/conf/ilp/OdomKKN16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/DasWKKN16,
author = {Mayukh Das and
Yuqing Wu and
Tushar Khot and
Kristian Kersting and
Sriraam Natarajan},
editor = {Sanjay Chawla Venkatasubramanian and
Wagner Meira Jr.},
title = {Scaling Lifted Probabilistic Inference and Learning Via Graph Databases},
booktitle = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
Miami, Florida, USA, May 5-7, 2016},
pages = {738--746},
publisher = {{SIAM}},
year = {2016},
url = {https://doi.org/10.1137/1.9781611974348.83},
doi = {10.1137/1.9781611974348.83},
timestamp = {Wed, 17 May 2017 14:24:53 +0200},
biburl = {https://dblp.org/rec/conf/sdm/DasWKKN16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/KerstingBWMSORP16,
author = {Kristian Kersting and
Christian Bauckhage and
Mirwaes Wahabzada and
Anne{-}Katrin Mahlein and
Ulrike Steiner and
Erich{-}Christian Oerke and
Christoph R{\"{o}}mer and
Lutz Pl{\"{u}}mer},
editor = {J{\"{o}}rg L{\"{a}}ssig and
Kristian Kersting and
Katharina Morik},
title = {Feeding the World with Big Data: Uncovering Spectral Characteristics
and Dynamics of Stressed Plants},
booktitle = {Computational Sustainability},
series = {Studies in Computational Intelligence},
volume = {645},
pages = {99--120},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-31858-5\_6},
doi = {10.1007/978-3-319-31858-5\_6},
timestamp = {Tue, 22 Aug 2017 14:49:04 +0200},
biburl = {https://dblp.org/rec/series/sci/KerstingBWMSORP16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/sci/2016-645,
editor = {J{\"{o}}rg L{\"{a}}ssig and
Kristian Kersting and
Katharina Morik},
title = {Computational Sustainability},
series = {Studies in Computational Intelligence},
volume = {645},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-31858-5},
doi = {10.1007/978-3-319-31858-5},
isbn = {978-3-319-31856-1},
timestamp = {Tue, 22 Aug 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/sci/2016-645.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MladenovBK16,
author = {Martin Mladenov and
Vaishak Belle and
Kristian Kersting},
title = {The Symbolic Interior Point Method},
journal = {CoRR},
volume = {abs/1605.08187},
year = {2016},
url = {http://arxiv.org/abs/1605.08187},
eprinttype = {arXiv},
eprint = {1605.08187},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MladenovBK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SzymanskiKK16,
author = {Piotr Szymanski and
Tomasz Kajdanowicz and
Kristian Kersting},
title = {How is a data-driven approach better than random choice in label space
division for multi-label classification?},
journal = {CoRR},
volume = {abs/1606.02346},
year = {2016},
url = {http://arxiv.org/abs/1606.02346},
eprinttype = {arXiv},
eprint = {1606.02346},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SzymanskiKK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MladenovKK16,
author = {Martin Mladenov and
Leonard Kleinhans and
Kristian Kersting},
title = {Lifted Convex Quadratic Programming},
journal = {CoRR},
volume = {abs/1606.04486},
year = {2016},
url = {http://arxiv.org/abs/1606.04486},
eprinttype = {arXiv},
eprint = {1606.04486},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MladenovKK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ErdmannBKNPMMMR16,
author = {Elena Erdmann and
Karin Boczek and
Lars Koppers and
Gerret von Nordheim and
Christian P{\"{o}}litz and
Alejandro Molina and
Katharina Morik and
Henrik M{\"{u}}ller and
J{\"{o}}rg Rahnenf{\"{u}}hrer and
Kristian Kersting},
title = {Machine Learning meets Data-Driven Journalism: Boosting International
Understanding and Transparency in News Coverage},
journal = {CoRR},
volume = {abs/1606.05110},
year = {2016},
url = {http://arxiv.org/abs/1606.05110},
eprinttype = {arXiv},
eprint = {1606.05110},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ErdmannBKNPMMMR16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MorrisKKM16,
author = {Christopher Morris and
Nils M. Kriege and
Kristian Kersting and
Petra Mutzel},
title = {Faster Kernels for Graphs with Continuous Attributes via Hashing},
journal = {CoRR},
volume = {abs/1610.00064},
year = {2016},
url = {http://arxiv.org/abs/1610.00064},
eprinttype = {arXiv},
eprint = {1610.00064},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MorrisKKM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/AlbrechtBBBCDEF15,
author = {Stefano V. Albrecht and
Andr{\'{e}} da Motta Salles Barreto and
Darius Braziunas and
David L. Buckeridge and
Heriberto Cuay{\'{a}}huitl and
Nina Dethlefs and
Markus Endres and
Amir{-}massoud Farahmand and
Mark Fox and
Lutz Frommberger and
Sam Ganzfried and
Yolanda Gil and
S{\'{e}}bastien Guillet and
Lawrence E. Hunter and
Arnav Jhala and
Kristian Kersting and
George Dimitri Konidaris and
Freddy L{\'{e}}cu{\'{e}} and
Sheila A. McIlraith and
Sriraam Natarajan and
Zeinab Noorian and
David Poole and
R{\'{e}}mi Ronfard and
Alessandro Saffiotti and
Arash Shaban{-}Nejad and
Biplav Srivastava and
Gerald Tesauro and
Rosario Uceda{-}Sosa and
Guy Van den Broeck and
Martijn van Otterlo and
Byron C. Wallace and
Paul Weng and
Jenna Wiens and
Jie Zhang},
title = {Reports of the {AAAI} 2014 Conference Workshops},
journal = {{AI} Mag.},
volume = {36},
number = {1},
pages = {87--98},
year = {2015},
url = {https://doi.org/10.1609/aimag.v36i1.2575},
doi = {10.1609/AIMAG.V36I1.2575},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aim/AlbrechtBBBCDEF15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/WahabzadaPKM15,
author = {Mirwaes Wahabzada and
Stefan Paulus and
Kristian Kersting and
Anne{-}Katrin Mahlein},
title = {Automated interpretation of 3D laserscanned point clouds for plant
organ segmentation},
journal = {{BMC} Bioinform.},
volume = {16},
pages = {248:1--248:11},
year = {2015},
url = {https://doi.org/10.1186/s12859-015-0665-2},
doi = {10.1186/S12859-015-0665-2},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/WahabzadaPKM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/NeumannHMK15,
author = {Marion Neumann and
Shan Huang and
Daniel E. Marthaler and
Kristian Kersting},
title = {pyGPs: a Python library for Gaussian process regression and classification},
journal = {J. Mach. Learn. Res.},
volume = {16},
pages = {2611--2616},
year = {2015},
url = {https://dl.acm.org/doi/10.5555/2789272.2912082},
doi = {10.5555/2789272.2912082},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/NeumannHMK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/KerstingN15,
author = {Kristian Kersting and
Sriraam Natarajan},
title = {Statistical Relational Artificial Intelligence: From Distributions
through Actions to Optimization},
journal = {K{\"{u}}nstliche Intell.},
volume = {29},
number = {4},
pages = {363--368},
year = {2015},
url = {https://doi.org/10.1007/s13218-015-0386-8},
doi = {10.1007/S13218-015-0386-8},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/KerstingN15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KhotNKS15,
author = {Tushar Khot and
Sriraam Natarajan and
Kristian Kersting and
Jude W. Shavlik},
title = {Gradient-based boosting for statistical relational learning: the Markov
logic network and missing data cases},
journal = {Mach. Learn.},
volume = {100},
number = {1},
pages = {75--100},
year = {2015},
url = {https://doi.org/10.1007/s10994-015-5481-4},
doi = {10.1007/S10994-015-5481-4},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/KhotNKS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/HadijiMNK15,
author = {Fabian Hadiji and
Alejandro Molina and
Sriraam Natarajan and
Kristian Kersting},
title = {Poisson Dependency Networks: Gradient Boosted Models for Multivariate
Count Data},
journal = {Mach. Learn.},
volume = {100},
number = {2-3},
pages = {477--507},
year = {2015},
url = {https://doi.org/10.1007/s10994-015-5506-z},
doi = {10.1007/S10994-015-5506-Z},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/HadijiMNK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aiide/SifaHRDKB15,
author = {Rafet Sifa and
Fabian Hadiji and
Julian Runge and
Anders Drachen and
Kristian Kersting and
Christian Bauckhage},
editor = {Arnav Jhala and
Nathan R. Sturtevant},
title = {Predicting Purchase Decisions in Mobile Free-to-Play Games},
booktitle = {Proceedings of the Eleventh {AAAI} Conference on Artificial Intelligence
and Interactive Digital Entertainment, {AIIDE} 2015, November 14-18,
2015, University of California, Santa Cruz, CA, {USA}},
pages = {79--85},
publisher = {{AAAI} Press},
year = {2015},
url = {http://www.aaai.org/ocs/index.php/AIIDE/AIIDE15/paper/view/11544},
timestamp = {Wed, 09 Feb 2022 09:38:53 +0100},
biburl = {https://dblp.org/rec/conf/aiide/SifaHRDKB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aime/YangKTCN15,
author = {Shuo Yang and
Kristian Kersting and
Greg Terry and
Jefferey Carr and
Sriraam Natarajan},
editor = {John H. Holmes and
Riccardo Bellazzi and
Lucia Sacchi and
Niels Peek},
title = {Modeling Coronary Artery Calcification Levels from Behavioral Data
in a Clinical Study},
booktitle = {Artificial Intelligence in Medicine - 15th Conference on Artificial
Intelligence in Medicine, {AIME} 2015, Pavia, Italy, June 17-20, 2015.
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9105},
pages = {182--187},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-19551-3\_24},
doi = {10.1007/978-3-319-19551-3\_24},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aime/YangKTCN15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KumaraswamyOKLN15,
author = {Raksha Kumaraswamy and
Phillip Odom and
Kristian Kersting and
David Leake and
Sriraam Natarajan},
editor = {Charu C. Aggarwal and
Zhi{-}Hua Zhou and
Alexander Tuzhilin and
Hui Xiong and
Xindong Wu},
title = {Transfer Learning via Relational Type Matching},
booktitle = {2015 {IEEE} International Conference on Data Mining, {ICDM} 2015,
Atlantic City, NJ, USA, November 14-17, 2015},
pages = {811--816},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICDM.2015.138},
doi = {10.1109/ICDM.2015.138},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KumaraswamyOKLN15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/BauckhageHK15,
author = {Christian Bauckhage and
Fabian Hadiji and
Kristian Kersting},
editor = {Meeyoung Cha and
Cecilia Mascolo and
Christian Sandvig},
title = {How Viral Are Viral Videos?},
booktitle = {Proceedings of the Ninth International Conference on Web and Social
Media, {ICWSM} 2015, University of Oxford, Oxford, UK, May 26-29,
2015},
pages = {22--30},
publisher = {{AAAI} Press},
year = {2015},
url = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM15/paper/view/10505},
timestamp = {Fri, 05 Feb 2021 11:07:20 +0100},
biburl = {https://dblp.org/rec/conf/icwsm/BauckhageHK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/HadijiMBK15,
author = {Fabian Hadiji and
Martin Mladenov and
Christian Bauckhage and
Kristian Kersting},
editor = {Qiang Yang and
Michael J. Wooldridge},
title = {Computer Science on the Move: Inferring Migration Regularities from
the Web via Compressed Label Propagation},
booktitle = {Proceedings of the Twenty-Fourth International Joint Conference on
Artificial Intelligence, {IJCAI} 2015, Buenos Aires, Argentina, July
25-31, 2015},
pages = {171--177},
publisher = {{AAAI} Press},
year = {2015},
url = {http://ijcai.org/Abstract/15/031},
timestamp = {Tue, 20 Aug 2019 16:16:43 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/HadijiMBK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/BauckhageKH15,
author = {Christian Bauckhage and
Kristian Kersting and
Fabian Hadiji},
editor = {Marina Meila and
Tom Heskes},
title = {Parameterizing the Distance Distribution of Undirected Networks},
booktitle = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
pages = {121--130},
publisher = {{AUAI} Press},
year = {2015},
url = {http://auai.org/uai2015/proceedings/papers/62.pdf},
timestamp = {Thu, 12 Mar 2020 11:31:09 +0100},
biburl = {https://dblp.org/rec/conf/uai/BauckhageKH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/MladenovK15,
author = {Martin Mladenov and
Kristian Kersting},
editor = {Marina Meila and
Tom Heskes},
title = {Equitable Partitions of Concave Free Energies},
booktitle = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
pages = {602--611},
publisher = {{AUAI} Press},
year = {2015},
url = {http://auai.org/uai2015/proceedings/papers/228.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/MladenovK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vtc/IdeHHMZSKW15,
author = {Christoph Ide and
Fabian Hadiji and
Lars Habel and
Alejandro Molina and
Thomas Zaksek and
Michael Schreckenberg and
Kristian Kersting and
Christian Wietfeld},
title = {{LTE} Connectivity and Vehicular Traffic Prediction Based on Machine
Learning Approaches},
booktitle = {{IEEE} 82nd Vehicular Technology Conference, {VTC} Fall 2015, Boston,
MA, USA, September 6-9, 2015},
pages = {1--5},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/VTCFall.2015.7391019},
doi = {10.1109/VTCFALL.2015.7391019},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/vtc/IdeHHMZSKW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BauckhageKH15,
author = {Christian Bauckhage and
Kristian Kersting and
Fabian Hadiji},
title = {Maximum Entropy Models of Shortest Path and Outbreak Distributions
in Networks},
journal = {CoRR},
volume = {abs/1501.04232},
year = {2015},
url = {http://arxiv.org/abs/1501.04232},
eprinttype = {arXiv},
eprint = {1501.04232},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BauckhageKH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/sbcs/NatarajanKKS14,
author = {Sriraam Natarajan and
Kristian Kersting and
Tushar Khot and
Jude W. Shavlik},
title = {Boosted Statistical Relational Learners - From Benchmarks to Data-Driven
Medicine},
series = {Springer Briefs in Computer Science},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-13644-8},
doi = {10.1007/978-3-319-13644-8},
isbn = {978-3-319-13643-1},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/sbcs/NatarajanKKS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/insk/BauckhageKT14,
author = {Christian Bauckhage and
Kristian Kersting and
Christian Thurau},
title = {K{\"{u}}nstliche Intelligenz f{\"{u}}r Computerspiele -
Historische Entwicklung und aktuelle Trends},
journal = {Inform. Spektrum},
volume = {37},
number = {6},
pages = {531--538},
year = {2014},
url = {https://doi.org/10.1007/s00287-014-0822-4},
doi = {10.1007/S00287-014-0822-4},
timestamp = {Thu, 13 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/insk/BauckhageKT14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/NatarajanSJEKDK14,
author = {Sriraam Natarajan and
Baidya Nath Saha and
Saket Joshi and
Adam Edwards and
Tushar Khot and
Elizabeth M. Davenport and
Kristian Kersting and
Christopher T. Whitlow and
Joseph A. Maldjian},
title = {Relational learning helps in three-way classification of Alzheimer
patients from structural magnetic resonance images of the brain},
journal = {Int. J. Mach. Learn. Cybern.},
volume = {5},
number = {5},
pages = {659--669},
year = {2014},
url = {https://doi.org/10.1007/s13042-013-0161-9},
doi = {10.1007/S13042-013-0161-9},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mlc/NatarajanSJEKDK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ApselKM14,
author = {Udi Apsel and
Kristian Kersting and
Martin Mladenov},
editor = {Carla E. Brodley and
Peter Stone},
title = {Lifting Relational MAP-LPs Using Cluster Signatures},
booktitle = {Proceedings of the Twenty-Eighth {AAAI} Conference on Artificial Intelligence,
July 27 -31, 2014, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada},
pages = {2403--2409},
publisher = {{AAAI} Press},
year = {2014},
url = {https://doi.org/10.1609/aaai.v28i1.9062},
doi = {10.1609/AAAI.V28I1.9062},
timestamp = {Mon, 04 Sep 2023 15:06:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ApselKM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ApselKM14a,
author = {Udi Apsel and
Kristian Kersting and
Martin Mladenov},
title = {Lifting Relational MAP-LPs using Cluster Signatures},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2014
{AAAI} Workshop, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada,
July 27, 2014},
series = {{AAAI} Technical Report},
volume = {{WS-14-13}},
publisher = {{AAAI}},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW14/paper/view/8823},
timestamp = {Tue, 05 Sep 2023 08:59:27 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ApselKM14a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/BroeckKNP14,
author = {Guy Van den Broeck and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {Preface},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2014
{AAAI} Workshop, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada,
July 27, 2014},
series = {{AAAI} Technical Report},
volume = {{WS-14-13}},
publisher = {{AAAI}},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW14/paper/view/8903},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/BroeckKNP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KazemiBKNP14,
author = {Seyed Mehran Kazemi and
David Buchman and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {Relational Logistic Regression: The Directed Analog of Markov Logic
Networks},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2014
{AAAI} Workshop, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada,
July 27, 2014},
series = {{AAAI} Technical Report},
volume = {{WS-14-13}},
publisher = {{AAAI}},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW14/paper/view/8849},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/KazemiBKNP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KerstingMGG14,
author = {Kristian Kersting and
Martin Mladenov and
Roman Garnett and
Martin Grohe},
editor = {Carla E. Brodley and
Peter Stone},
title = {Power Iterated Color Refinement},
booktitle = {Proceedings of the Twenty-Eighth {AAAI} Conference on Artificial Intelligence,
July 27 -31, 2014, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada},
pages = {1904--1910},
publisher = {{AAAI} Press},
year = {2014},
url = {https://doi.org/10.1609/aaai.v28i1.8992},
doi = {10.1609/AAAI.V28I1.8992},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/KerstingMGG14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/PoyrekarNK14,
author = {Shrutika Poyrekar and
Sriraam Natarajan and
Kristian Kersting},
title = {A Deeper Empirical Analysis of {CBP} Algorithm: Grounding Is the Bottleneck},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2014
{AAAI} Workshop, Qu{\'{e}}bec City, Qu{\'{e}}bec, Canada,
July 27, 2014},
series = {{AAAI} Technical Report},
volume = {{WS-14-13}},
publisher = {{AAAI}},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW14/paper/view/8776},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/PoyrekarNK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/MladenovKG14,
author = {Martin Mladenov and
Kristian Kersting and
Amir Globerson},
title = {Efficient Lifting of {MAP} {LP} Relaxations Using k-Locality},
booktitle = {Proceedings of the Seventeenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2014, Reykjavik, Iceland, April
22-25, 2014},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {33},
pages = {623--632},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v33/mladenov14.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/MladenovKG14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cig/HadijiSDTKB14,
author = {Fabian Hadiji and
Rafet Sifa and
Anders Drachen and
Christian Thurau and
Kristian Kersting and
Christian Bauckhage},
title = {Predicting player churn in the wild},
booktitle = {2014 {IEEE} Conference on Computational Intelligence and Games, {CIG}
2014, Dortmund, Germany, August 26-29, 2014},
pages = {1--8},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/CIG.2014.6932876},
doi = {10.1109/CIG.2014.6932876},
timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
biburl = {https://dblp.org/rec/conf/cig/HadijiSDTKB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esa/GroheKMS14,
author = {Martin Grohe and
Kristian Kersting and
Martin Mladenov and
Erkal Selman},
editor = {Andreas S. Schulz and
Dorothea Wagner},
title = {Dimension Reduction via Colour Refinement},
booktitle = {Algorithms - {ESA} 2014 - 22th Annual European Symposium, Wroclaw,
Poland, September 8-10, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8737},
pages = {505--516},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-662-44777-2\_42},
doi = {10.1007/978-3-662-44777-2\_42},
timestamp = {Tue, 14 May 2019 10:00:54 +0200},
biburl = {https://dblp.org/rec/conf/esa/GroheKMS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KriegeNKM14,
author = {Nils M. Kriege and
Marion Neumann and
Kristian Kersting and
Petra Mutzel},
editor = {Ravi Kumar and
Hannu Toivonen and
Jian Pei and
Joshua Zhexue Huang and
Xindong Wu},
title = {Explicit Versus Implicit Graph Feature Maps: {A} Computational Phase
Transition for Walk Kernels},
booktitle = {2014 {IEEE} International Conference on Data Mining, {ICDM} 2014,
Shenzhen, China, December 14-17, 2014},
pages = {881--886},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/ICDM.2014.129},
doi = {10.1109/ICDM.2014.129},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KriegeNKM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/YangKKKHN14,
author = {Shuo Yang and
Tushar Khot and
Kristian Kersting and
Gautam Kunapuli and
Kris Hauser and
Sriraam Natarajan},
editor = {Ravi Kumar and
Hannu Toivonen and
Jian Pei and
Joshua Zhexue Huang and
Xindong Wu},
title = {Learning from Imbalanced Data in Relational Domains: {A} Soft Margin
Approach},
booktitle = {2014 {IEEE} International Conference on Data Mining, {ICDM} 2014,
Shenzhen, China, December 14-17, 2014},
pages = {1085--1090},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/ICDM.2014.152},
doi = {10.1109/ICDM.2014.152},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/YangKKKHN14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/NeumannHKKB14,
author = {Marion Neumann and
Lisa Hallau and
Benjamin Klatt and
Kristian Kersting and
Christian Bauckhage},
title = {Erosion Band Features for Cell Phone Image Based Plant Disease Classification},
booktitle = {22nd International Conference on Pattern Recognition, {ICPR} 2014,
Stockholm, Sweden, August 24-28, 2014},
pages = {3315--3320},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/ICPR.2014.571},
doi = {10.1109/ICPR.2014.571},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpr/NeumannHKKB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/NatarajanPKKRS14,
author = {Sriraam Natarajan and
Jose Picado and
Tushar Khot and
Kristian Kersting and
Christopher R{\'{e}} and
Jude W. Shavlik},
editor = {Jesse Davis and
Jan Ramon},
title = {Effectively Creating Weakly Labeled Training Examples via Approximate
Domain Knowledge},
booktitle = {Inductive Logic Programming - 24th International Conference, {ILP}
2014, Nancy, France, September 14-16, 2014, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {9046},
pages = {92--107},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-23708-4\_7},
doi = {10.1007/978-3-319-23708-4\_7},
timestamp = {Sat, 05 Sep 2020 18:04:48 +0200},
biburl = {https://dblp.org/rec/conf/ilp/NatarajanPKKRS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kr/KazemiBKNP14,
author = {Seyed Mehran Kazemi and
David Buchman and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
editor = {Chitta Baral and
Giuseppe De Giacomo and
Thomas Eiter},
title = {Relational Logistic Regression},
booktitle = {Principles of Knowledge Representation and Reasoning: Proceedings
of the Fourteenth International Conference, {KR} 2014, Vienna, Austria,
July 20-24, 2014},
publisher = {{AAAI} Press},
year = {2014},
url = {http://www.aaai.org/ocs/index.php/KR/KR14/paper/view/8013},
timestamp = {Tue, 09 Feb 2021 08:33:43 +0100},
biburl = {https://dblp.org/rec/conf/kr/KazemiBKNP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Hernandez-LobatoSKLQ14,
author = {Daniel Hern{\'{a}}ndez{-}Lobato and
Viktoriia Sharmanska and
Kristian Kersting and
Christoph H. Lampert and
Novi Quadrianto},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Mind the Nuisance: Gaussian Process Classification using Privileged
Noise},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {837--845},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/6e2713a6efee97bacb63e52c54f0ada0-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/Hernandez-LobatoSKLQ14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sum/PooleBKKN14,
author = {David Poole and
David Buchman and
Seyed Mehran Kazemi and
Kristian Kersting and
Sriraam Natarajan},
editor = {Umberto Straccia and
Andrea Cal{\`{\i}}},
title = {Population Size Extrapolation in Relational Probabilistic Modelling},
booktitle = {Scalable Uncertainty Management - 8th International Conference, {SUM}
2014, Oxford, UK, September 15-17, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8720},
pages = {292--305},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11508-5\_25},
doi = {10.1007/978-3-319-11508-5\_25},
timestamp = {Tue, 14 May 2019 10:00:52 +0200},
biburl = {https://dblp.org/rec/conf/sum/PooleBKKN14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/MladenovGK14,
author = {Martin Mladenov and
Amir Globerson and
Kristian Kersting},
editor = {Nevin L. Zhang and
Jin Tian},
title = {Lifted Message Passing as Reparametrization of Graphical Models},
booktitle = {Proceedings of the Thirtieth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2014, Quebec City, Quebec, Canada, July 23-27,
2014},
pages = {603--612},
publisher = {{AUAI} Press},
year = {2014},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2496\&\#38;proceeding\_id=30},
timestamp = {Wed, 03 Feb 2021 11:09:27 +0100},
biburl = {https://dblp.org/rec/conf/uai/MladenovGK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BauckhageKR14,
author = {Christian Bauckhage and
Kristian Kersting and
Bashir Rastegarpanah},
editor = {Chin{-}Wan Chung and
Andrei Z. Broder and
Kyuseok Shim and
Torsten Suel},
title = {Collective attention to social media evolves according to diffusion
models},
booktitle = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
of Korea, April 7-11, 2014, Companion Volume},
pages = {223--224},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2567948.2577298},
doi = {10.1145/2567948.2577298},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/www/BauckhageKR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BauckhageK14,
author = {Christian Bauckhage and
Kristian Kersting},
title = {Strong Regularities in Growth and Decline of Popularity of Social
Media Services},
journal = {CoRR},
volume = {abs/1406.6529},
year = {2014},
url = {http://arxiv.org/abs/1406.6529},
eprinttype = {arXiv},
eprint = {1406.6529},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BauckhageK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Hernandez-LobatoSKLQ14,
author = {Daniel Hern{\'{a}}ndez{-}Lobato and
Viktoriia Sharmanska and
Kristian Kersting and
Christoph H. Lampert and
Novi Quadrianto},
title = {Mind the Nuisance: Gaussian Process Classification using Privileged
Noise},
journal = {CoRR},
volume = {abs/1407.0179},
year = {2014},
url = {http://arxiv.org/abs/1407.0179},
eprinttype = {arXiv},
eprint = {1407.0179},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Hernandez-LobatoSKLQ14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KerstingMT14,
author = {Kristian Kersting and
Martin Mladenov and
Pavel Tokmakov},
title = {Relational Linear Programs},
journal = {CoRR},
volume = {abs/1410.3125},
year = {2014},
url = {http://arxiv.org/abs/1410.3125},
eprinttype = {arXiv},
eprint = {1410.3125},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KerstingMT14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/NeumannGBK14,
author = {Marion Neumann and
Roman Garnett and
Christian Bauckhage and
Kristian Kersting},
title = {Propagation Kernels},
journal = {CoRR},
volume = {abs/1410.3314},
year = {2014},
url = {http://arxiv.org/abs/1410.3314},
eprinttype = {arXiv},
eprint = {1410.3314},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/NeumannGBK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AntanasMNFKSR14,
author = {Laura Antanas and
Plinio Moreno and
Marion Neumann and
Rui Pimentel de Figueiredo and
Kristian Kersting and
Jos{\'{e}} Santos{-}Victor and
Luc De Raedt},
title = {High-level Reasoning and Low-level Learning for Grasping: {A} Probabilistic
Logic Pipeline},
journal = {CoRR},
volume = {abs/1411.1108},
year = {2014},
url = {http://arxiv.org/abs/1411.1108},
eprinttype = {arXiv},
eprint = {1411.1108},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/AntanasMNFKSR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/AgrawalABBCCGGGJJKKKMNOPPPSSS13,
author = {Vikas Agrawal and
Christopher Archibald and
Mehul Bhatt and
Hung Bui and
Diane J. Cook and
Juan Cort{\'{e}}s and
Christopher W. Geib and
Vibhav Gogate and
Hans W. Guesgen and
Dietmar Jannach and
Michael Johanson and
Kristian Kersting and
George Dimitri Konidaris and
Lars Kotthoff and
Martin Michalowski and
Sriraam Natarajan and
Barry O'Sullivan and
Marc Pickett and
Vedran Podobnik and
David Poole and
Lokendra Shastri and
Amarda Shehu and
Gita Sukthankar},
title = {The {AAAI-13} Conference Workshops},
journal = {{AI} Mag.},
volume = {34},
number = {4},
pages = {9},
year = {2013},
url = {https://doi.org/10.1609/aimag.v34i4.2511},
doi = {10.1609/AIMAG.V34I4.2511},
timestamp = {Thu, 10 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aim/AgrawalABBCCGGGJJKKKMNOPPPSSS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/BlockeelKNZ13,
author = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Guest editor's introduction: special issue of the {ECML} {PKDD} 2013
journal track},
journal = {Data Min. Knowl. Discov.},
volume = {27},
number = {3},
pages = {291--293},
year = {2013},
url = {https://doi.org/10.1007/s10618-013-0332-z},
doi = {10.1007/S10618-013-0332-Z},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/BlockeelKNZ13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/BauckhageK13,
author = {Christian Bauckhage and
Kristian Kersting},
title = {Can Computers Learn from the Aesthetic Wisdom of the Crowd?},
journal = {K{\"{u}}nstliche Intell.},
volume = {27},
number = {1},
pages = {25--35},
year = {2013},
url = {https://doi.org/10.1007/s13218-012-0232-1},
doi = {10.1007/S13218-012-0232-1},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/BauckhageK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/BauckhageK13a,
author = {Christian Bauckhage and
Kristian Kersting},
title = {Data Mining and Pattern Recognition in Agriculture},
journal = {K{\"{u}}nstliche Intell.},
volume = {27},
number = {4},
pages = {313--324},
year = {2013},
url = {https://doi.org/10.1007/s13218-013-0273-0},
doi = {10.1007/S13218-013-0273-0},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/BauckhageK13a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/AhmadiKMN13,
author = {Babak Ahmadi and
Kristian Kersting and
Martin Mladenov and
Sriraam Natarajan},
title = {Exploiting symmetries for scaling loopy belief propagation and relational
training},
journal = {Mach. Learn.},
volume = {92},
number = {1},
pages = {91--132},
year = {2013},
url = {https://doi.org/10.1007/s10994-013-5385-0},
doi = {10.1007/S10994-013-5385-0},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/AhmadiKMN13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/BlockeelKNZ13,
author = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Guest editor's introduction: special issue of the {ECML} {PKDD} 2013
journal track},
journal = {Mach. Learn.},
volume = {93},
number = {1},
pages = {1--3},
year = {2013},
url = {https://doi.org/10.1007/s10994-013-5400-5},
doi = {10.1007/S10994-013-5400-5},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/BlockeelKNZ13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/AhmadiKN13,
author = {Babak Ahmadi and
Kristian Kersting and
Sriraam Natarajan},
title = {MapReduce Lifting for Belief Propagation},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2013
{AAAI} Workshop, Bellevue, Washington, USA, July 15, 2013},
series = {{AAAI} Technical Report},
volume = {{WS-13-16}},
publisher = {{AAAI}},
year = {2013},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW13/paper/view/7052},
timestamp = {Tue, 05 Sep 2023 08:59:27 +0200},
biburl = {https://dblp.org/rec/conf/aaai/AhmadiKN13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/GogateKNP13,
author = {Vibhav Gogate and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {Preface},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2013
{AAAI} Workshop, Bellevue, Washington, USA, July 15, 2013},
series = {{AAAI} Technical Report},
volume = {{WS-13-16}},
publisher = {{AAAI}},
year = {2013},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW13/paper/view/7342},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/GogateKNP13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/HadijiK13,
author = {Fabian Hadiji and
Kristian Kersting},
editor = {Marie desJardins and
Michael L. Littman},
title = {Reduce and Re-Lift: Bootstrapped Lifted Likelihood Maximization for
{MAP}},
booktitle = {Proceedings of the Twenty-Seventh {AAAI} Conference on Artificial
Intelligence, July 14-18, 2013, Bellevue, Washington, {USA}},
pages = {394--400},
publisher = {{AAAI} Press},
year = {2013},
url = {https://doi.org/10.1609/aaai.v27i1.8647},
doi = {10.1609/AAAI.V27I1.8647},
timestamp = {Mon, 04 Sep 2023 15:56:33 +0200},
biburl = {https://dblp.org/rec/conf/aaai/HadijiK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/HadijiK13a,
author = {Fabian Hadiji and
Kristian Kersting},
title = {Reduce and Re-Lift: Bootstrapped Lifted Likelihood Maximization for
{MAP}},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2013
{AAAI} Workshop, Bellevue, Washington, USA, July 15, 2013},
series = {{AAAI} Technical Report},
volume = {{WS-13-16}},
publisher = {{AAAI}},
year = {2013},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW13/paper/view/7053},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/HadijiK13a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MladenovK13,
author = {Martin Mladenov and
Kristian Kersting},
title = {Lifted Inference via k-Locality},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2013
{AAAI} Workshop, Bellevue, Washington, USA, July 15, 2013},
series = {{AAAI} Technical Report},
volume = {{WS-13-16}},
publisher = {{AAAI}},
year = {2013},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW13/paper/view/7076},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MladenovK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/NatarajanPKKRS13,
author = {Sriraam Natarajan and
Jose Picado and
Tushar Khot and
Kristian Kersting and
Christopher R{\'{e}} and
Jude W. Shavlik},
title = {Using Commonsense Knowledge to Automatically Create (Noisy) Training
Examples from Text},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2013
{AAAI} Workshop, Bellevue, Washington, USA, July 15, 2013},
series = {{AAAI} Technical Report},
volume = {{WS-13-16}},
publisher = {{AAAI}},
year = {2013},
url = {http://www.aaai.org/ocs/index.php/WS/AAAIW13/paper/view/7040},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/NatarajanPKKRS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acml/NeumannGK13,
author = {Marion Neumann and
Roman Garnett and
Kristian Kersting},
editor = {Cheng Soon Ong and
Tu Bao Ho},
title = {Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning
with Graphs and Few Labels},
booktitle = {Asian Conference on Machine Learning, {ACML} 2013, Canberra, ACT,
Australia, November 13-15, 2013},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {29},
pages = {357--372},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v29/Neumann13.html},
timestamp = {Wed, 29 May 2019 08:41:47 +0200},
biburl = {https://dblp.org/rec/conf/acml/NeumannGK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iaai/NatarajanKIJC13,
author = {Sriraam Natarajan and
Kristian Kersting and
Edward Hak{-}Sing Ip and
David R. Jacobs Jr. and
Jeffrey Carr},
editor = {Hector Mu{\~{n}}oz{-}Avila and
David J. Stracuzzi},
title = {Early Prediction of Coronary Artery Calcification Levels Using Machine
Learning},
booktitle = {Proceedings of the Twenty-Fifth Innovative Applications of Artificial
Intelligence Conference, {IAAI} 2013, July 14-18, 2013, Bellevue,
Washington, {USA}},
pages = {1557--1562},
publisher = {{AAAI}},
year = {2013},
url = {https://doi.org/10.1609/aaai.v27i2.19001},
doi = {10.1609/AAAI.V27I2.19001},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iaai/NatarajanKIJC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icwsm/BauckhageKH13,
author = {Christian Bauckhage and
Kristian Kersting and
Fabian Hadiji},
editor = {Emre Kiciman and
Nicole B. Ellison and
Bernie Hogan and
Paul Resnick and
Ian Soboroff},
title = {Mathematical Models of Fads Explain the Temporal Dynamics of Internet
Memes},
booktitle = {Proceedings of the Seventh International Conference on Weblogs and
Social Media, {ICWSM} 2013, Cambridge, Massachusetts, USA, July 8-11,
2013},
publisher = {The {AAAI} Press},
year = {2013},
url = {http://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/view/6022},
timestamp = {Fri, 05 Feb 2021 11:07:18 +0100},
biburl = {https://dblp.org/rec/conf/icwsm/BauckhageKH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/NatarajanOJKKT13,
author = {Sriraam Natarajan and
Phillip Odom and
Saket Joshi and
Tushar Khot and
Kristian Kersting and
Prasad Tadepalli},
editor = {Gerson Zaverucha and
V{\'{\i}}tor Santos Costa and
Aline Paes},
title = {Accelerating Imitation Learning in Relational Domains via Transfer
by Initialization},
booktitle = {Inductive Logic Programming - 23rd International Conference, {ILP}
2013, Rio de Janeiro, Brazil, August 28-30, 2013, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {8812},
pages = {64--75},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-662-44923-3\_5},
doi = {10.1007/978-3-662-44923-3\_5},
timestamp = {Tue, 14 May 2019 10:00:36 +0200},
biburl = {https://dblp.org/rec/conf/ilp/NatarajanOJKKT13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2013-1,
editor = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {8188},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40988-2},
doi = {10.1007/978-3-642-40988-2},
isbn = {978-3-642-40987-5},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2013-1.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2013-2,
editor = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {8189},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40991-2},
doi = {10.1007/978-3-642-40991-2},
isbn = {978-3-642-40990-5},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2013-2.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2013-3,
editor = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {8190},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40994-3},
doi = {10.1007/978-3-642-40994-3},
isbn = {978-3-642-40993-6},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2013-3.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1304-7984,
author = {Fabian Hadiji and
Kristian Kersting and
Christian Bauckhage and
Babak Ahmadi},
title = {GeoDBLP: Geo-Tagging {DBLP} for Mining the Sociology of Computer Science},
journal = {CoRR},
volume = {abs/1304.7984},
year = {2013},
url = {http://arxiv.org/abs/1304.7984},
eprinttype = {arXiv},
eprint = {1304.7984},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1304-7984.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GroheKMS13,
author = {Martin Grohe and
Kristian Kersting and
Martin Mladenov and
Erkal Selman},
title = {Dimension Reduction via Colour Refinement},
journal = {CoRR},
volume = {abs/1307.5697},
year = {2013},
url = {http://arxiv.org/abs/1307.5697},
eprinttype = {arXiv},
eprint = {1307.5697},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/GroheKMS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BauckhageK13,
author = {Christian Bauckhage and
Kristian Kersting},
title = {Efficient Information Theoretic Clustering on Discrete Lattices},
journal = {CoRR},
volume = {abs/1310.7114},
year = {2013},
url = {http://arxiv.org/abs/1310.7114},
eprinttype = {arXiv},
eprint = {1310.7114},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BauckhageK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/ThurauKWB12,
author = {Christian Thurau and
Kristian Kersting and
Mirwaes Wahabzada and
Christian Bauckhage},
title = {Descriptive matrix factorization for sustainability Adopting the principle
of opposites},
journal = {Data Min. Knowl. Discov.},
volume = {24},
number = {2},
pages = {325--354},
year = {2012},
url = {https://doi.org/10.1007/s10618-011-0216-z},
doi = {10.1007/S10618-011-0216-Z},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/datamine/ThurauKWB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LangTK12,
author = {Tobias Lang and
Marc Toussaint and
Kristian Kersting},
title = {Exploration in relational domains for model-based reinforcement learning},
journal = {J. Mach. Learn. Res.},
volume = {13},
pages = {3725--3768},
year = {2012},
url = {https://dl.acm.org/doi/10.5555/2503308.2503360},
doi = {10.5555/2503308.2503360},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LangTK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/NatarajanKKGS12,
author = {Sriraam Natarajan and
Tushar Khot and
Kristian Kersting and
Bernd Gutmann and
Jude W. Shavlik},
title = {Gradient-based boosting for statistical relational learning: The relational
dependency network case},
journal = {Mach. Learn.},
volume = {86},
number = {1},
pages = {25--56},
year = {2012},
url = {https://doi.org/10.1007/s10994-011-5244-9},
doi = {10.1007/S10994-011-5244-9},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/NatarajanKKGS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pervasive/BauckhageKS12,
author = {Christian Bauckhage and
Kristian Kersting and
Albrecht Schmidt},
title = {Agriculture's Technological Makeover},
journal = {{IEEE} Pervasive Comput.},
volume = {11},
number = {2},
pages = {4--7},
year = {2012},
url = {https://doi.org/10.1109/MPRV.2012.25},
doi = {10.1109/MPRV.2012.25},
timestamp = {Tue, 31 Mar 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pervasive/BauckhageKS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KerstingXWBTRBRLP12,
author = {Kristian Kersting and
Zhao Xu and
Mirwaes Wahabzada and
Christian Bauckhage and
Christian Thurau and
Christoph R{\"{o}}mer and
Agim Ballvora and
Uwe Rascher and
Jens Leon and
Lutz Pl{\"{u}}mer},
editor = {J{\"{o}}rg Hoffmann and
Bart Selman},
title = {Pre-Symptomatic Prediction of Plant Drought Stress Using Dirichlet-Aggregation
Regression on Hyperspectral Images},
booktitle = {Proceedings of the Twenty-Sixth {AAAI} Conference on Artificial Intelligence,
July 22-26, 2012, Toronto, Ontario, Canada},
pages = {302--308},
publisher = {{AAAI} Press},
year = {2012},
url = {https://doi.org/10.1609/aaai.v26i1.8168},
doi = {10.1609/AAAI.V26I1.8168},
timestamp = {Mon, 04 Sep 2023 15:56:47 +0200},
biburl = {https://dblp.org/rec/conf/aaai/KerstingXWBTRBRLP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cig/BauckhageKSTDC12,
author = {Christian Bauckhage and
Kristian Kersting and
Rafet Sifa and
Christian Thurau and
Anders Drachen and
Alessandro Canossa},
title = {How players lose interest in playing a game: An empirical study based
on distributions of total playing times},
booktitle = {2012 {IEEE} Conference on Computational Intelligence and Games, {CIG}
2012, Granada, Spain, September 11-14, 2012},
pages = {139--146},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/CIG.2012.6374148},
doi = {10.1109/CIG.2012.6374148},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cig/BauckhageKSTDC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/Kersting12,
author = {Kristian Kersting},
editor = {Luc De Raedt and
Christian Bessiere and
Didier Dubois and
Patrick Doherty and
Paolo Frasconi and
Fredrik Heintz and
Peter J. F. Lucas},
title = {Lifted Probabilistic Inference},
booktitle = {{ECAI} 2012 - 20th European Conference on Artificial Intelligence.
Including Prestigious Applications of Artificial Intelligence {(PAIS-2012)}
System Demonstrations Track, Montpellier, France, August 27-31 , 2012},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {242},
pages = {33--38},
publisher = {{IOS} Press},
year = {2012},
url = {https://doi.org/10.3233/978-1-61499-098-7-33},
doi = {10.3233/978-1-61499-098-7-33},
timestamp = {Mon, 19 Jun 2023 16:36:09 +0200},
biburl = {https://dblp.org/rec/conf/ecai/Kersting12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/XuKB12,
author = {Zhao Xu and
Kristian Kersting and
Christian Bauckhage},
editor = {Mohammed Javeed Zaki and
Arno Siebes and
Jeffrey Xu Yu and
Bart Goethals and
Geoffrey I. Webb and
Xindong Wu},
title = {Efficient Learning for Hashing Proportional Data},
booktitle = {12th {IEEE} International Conference on Data Mining, {ICDM} 2012,
Brussels, Belgium, December 10-13, 2012},
pages = {735--744},
publisher = {{IEEE} Computer Society},
year = {2012},
url = {https://doi.org/10.1109/ICDM.2012.142},
doi = {10.1109/ICDM.2012.142},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/XuKB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/NatarajanJSEKMKWM12,
author = {Sriraam Natarajan and
Saket Joshi and
Baidya Nath Saha and
Adam Edwards and
Tushar Khot and
Elizabeth Moody and
Kristian Kersting and
Christopher T. Whitlow and
Joseph A. Maldjian},
title = {A Machine Learning Pipeline for Three-Way Classification of Alzheimer
Patients from Structural Magnetic Resonance Images of the Brain},
booktitle = {11th International Conference on Machine Learning and Applications,
ICMLA, Boca Raton, FL, USA, December 12-15, 2012. Volume 1},
pages = {203--208},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/ICMLA.2012.42},
doi = {10.1109/ICMLA.2012.42},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/icmla/NatarajanJSEKMKWM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/FierensKDCM12,
author = {Daan Fierens and
Kristian Kersting and
Jesse Davis and
Jian Chen and
Martin Mladenov},
editor = {Fabrizio Riguzzi and
Filip Zelezn{\'{y}}},
title = {Pairwise Markov Logic},
booktitle = {Inductive Logic Programming - 22nd International Conference, {ILP}
2012, Dubrovnik, Croatia, September 17-19, 2012, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {7842},
pages = {58--73},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-38812-5\_5},
doi = {10.1007/978-3-642-38812-5\_5},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/FierensKDCM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZamaniSPK12,
author = {Zahra Zamani and
Scott Sanner and
Pascal Poupart and
Kristian Kersting},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {Symbolic Dynamic Programming for Continuous State and Observation
POMDPs},
booktitle = {Advances in Neural Information Processing Systems 25: 26th Annual
Conference on Neural Information Processing Systems 2012. Proceedings
of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
pages = {1403--1411},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/2dea61eed4bceec564a00115c4d21334-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ZamaniSPK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NeumannPGK12,
author = {Marion Neumann and
Novi Patricia and
Roman Garnett and
Kristian Kersting},
editor = {Peter A. Flach and
Tijl De Bie and
Nello Cristianini},
title = {Efficient Graph Kernels by Randomization},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2012, Bristol, UK, September 24-28, 2012. Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {7523},
pages = {378--393},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33460-3\_30},
doi = {10.1007/978-3-642-33460-3\_30},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/NeumannPGK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/AhmadiKN12,
author = {Babak Ahmadi and
Kristian Kersting and
Sriraam Natarajan},
editor = {Peter A. Flach and
Tijl De Bie and
Nello Cristianini},
title = {Lifted Online Training of Relational Models with Stochastic Gradient
Methods},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2012, Bristol, UK, September 24-28, 2012. Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {7523},
pages = {585--600},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33460-3\_43},
doi = {10.1007/978-3-642-33460-3\_43},
timestamp = {Tue, 26 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/AhmadiKN12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/KerstingBTW12,
author = {Kristian Kersting and
Christian Bauckhage and
Christian Thurau and
Mirwaes Wahabzada},
editor = {Peter A. Flach and
Tijl De Bie and
Nello Cristianini},
title = {Matrix Factorization as Search},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2012, Bristol, UK, September 24-28, 2012. Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7524},
pages = {850--853},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33486-3\_62},
doi = {10.1007/978-3-642-33486-3\_62},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/KerstingBTW12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/KerstingWRTBRLBP12,
author = {Kristian Kersting and
Mirwaes Wahabzada and
Christoph R{\"{o}}mer and
Christian Thurau and
Agim Ballvora and
Uwe Rascher and
Jens Leon and
Christian Bauckhage and
Lutz Pl{\"{u}}mer},
title = {Simplex Distributions for Embedding Data Matrices over Time},
booktitle = {Proceedings of the Twelfth {SIAM} International Conference on Data
Mining, Anaheim, California, USA, April 26-28, 2012},
pages = {295--306},
publisher = {{SIAM} / Omnipress},
year = {2012},
url = {https://doi.org/10.1137/1.9781611972825.26},
doi = {10.1137/1.9781611972825.26},
timestamp = {Wed, 17 May 2017 14:24:53 +0200},
biburl = {https://dblp.org/rec/conf/sdm/KerstingWRTBRLBP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ThurauKB12,
author = {Christian Thurau and
Kristian Kersting and
Christian Bauckhage},
title = {Deterministic {CUR} for Improved Large-Scale Data Analysis: An Empirical
Study},
booktitle = {Proceedings of the Twelfth {SIAM} International Conference on Data
Mining, Anaheim, California, USA, April 26-28, 2012},
pages = {684--695},
publisher = {{SIAM} / Omnipress},
year = {2012},
url = {https://doi.org/10.1137/1.9781611972825.59},
doi = {10.1137/1.9781611972825.59},
timestamp = {Wed, 17 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sdm/ThurauKB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/starai/FierensK12,
author = {Daan Fierens and
Kristian Kersting},
editor = {Henry A. Kautz and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {From Lifted Inference to Lifted Models},
booktitle = {2nd International Workshop on Statistical Relational {AI} (StaRAI-12),
held at the Uncertainty in Artificial Intelligence Conference {(UAI}
2012), Catalina Island, CA, USA, August 18, 2012},
year = {2012},
url = {https://starai.cs.kuleuven.be/2012/accepted/fierens.pdf},
timestamp = {Thu, 10 Nov 2022 14:49:26 +0100},
biburl = {https://dblp.org/rec/conf/starai/FierensK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/starai/NatarajanOJKKT12,
author = {Sriraam Natarajan and
Phillip Odom and
Saket Joshi and
Tushar Khot and
Kristian Kersting and
Prasad Tadepalli},
editor = {Henry A. Kautz and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {Accelarating Imitation Learning in Relational Domains via Transfer
by Initialization},
booktitle = {2nd International Workshop on Statistical Relational {AI} (StaRAI-12),
held at the Uncertainty in Artificial Intelligence Conference {(UAI}
2012), Catalina Island, CA, USA, August 18, 2012},
year = {2012},
url = {https://starai.cs.kuleuven.be/2012/accepted/natarajan.pdf},
timestamp = {Thu, 10 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/starai/NatarajanOJKKT12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/starai/PooleBNK12,
author = {David Poole and
David Buchman and
Sriraam Natarajan and
Kristian Kersting},
editor = {Henry A. Kautz and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {Aggregation and Population Growth: The Relational Logistic Regression
and Markov Logic Cases},
booktitle = {2nd International Workshop on Statistical Relational {AI} (StaRAI-12),
held at the Uncertainty in Artificial Intelligence Conference {(UAI}
2012), Catalina Island, CA, USA, August 18, 2012},
year = {2012},
url = {https://starai.cs.kuleuven.be/2012/accepted/poole.pdf},
timestamp = {Thu, 10 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/starai/PooleBNK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/WahabzadaKBRBPRLP12,
author = {Mirwaes Wahabzada and
Kristian Kersting and
Christian Bauckhage and
Christoph R{\"{o}}mer and
Agim Ballvora and
Francisco Pinto and
Uwe Rascher and
Jens Leon and
Lutz Ploemer},
editor = {Nando de Freitas and
Kevin P. Murphy},
title = {Latent Dirichlet Allocation Uncovers Spectral Characteristics of Drought
Stressed Plants},
booktitle = {Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial
Intelligence, Catalina Island, CA, USA, August 14-18, 2012},
pages = {852--862},
publisher = {{AUAI} Press},
year = {2012},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2351\&\#38;proceeding\_id=28},
timestamp = {Mon, 23 Nov 2020 08:36:48 +0100},
biburl = {https://dblp.org/rec/conf/uai/WahabzadaKBRBPRLP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/MladenovAK12,
author = {Martin Mladenov and
Babak Ahmadi and
Kristian Kersting},
editor = {Neil D. Lawrence and
Mark A. Girolami},
title = {Lifted Linear Programming},
booktitle = {Proceedings of the Fifteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
Spain, April 21-23, 2012},
series = {{JMLR} Proceedings},
volume = {22},
pages = {788--797},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v22/mladenov12.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MladenovAK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/SchieggNK12,
author = {Martin Schiegg and
Marion Neumann and
Kristian Kersting},
editor = {Neil D. Lawrence and
Mark A. Girolami},
title = {Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading
Regression Data},
booktitle = {Proceedings of the Fifteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
Spain, April 21-23, 2012},
series = {{JMLR} Proceedings},
volume = {22},
pages = {1002--1011},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v22/schiegg12.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SchieggNK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/stairs/2012,
editor = {Kristian Kersting and
Marc Toussaint},
title = {{STAIRS} 2012 - Proceedings of the Sixth Starting {AI} Researchers'
Symposium, Montpellier, France, 27-28 August 2012},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {241},
publisher = {{IOS} Press},
year = {2012},
url = {http://www.booksonline.iospress.nl/Content/View.aspx?piid=31509},
isbn = {978-1-61499-095-6},
timestamp = {Tue, 23 Oct 2012 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/stairs/2012.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1205-2637,
author = {Kristian Kersting and
Babak Ahmadi and
Sriraam Natarajan},
title = {Counting Belief Propagation},
journal = {CoRR},
volume = {abs/1205.2637},
year = {2012},
url = {http://arxiv.org/abs/1205.2637},
eprinttype = {arXiv},
eprint = {1205.2637},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1205-2637.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1207-1353,
author = {Kristian Kersting and
Tapani Raiko},
title = {'Say EM' for Selecting Probabilistic Models for Logical Sequences},
journal = {CoRR},
volume = {abs/1207.1353},
year = {2012},
url = {http://arxiv.org/abs/1207.1353},
eprinttype = {arXiv},
eprint = {1207.1353},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1207-1353.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1207-6324,
author = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {A Revised Publication Model for {ECML} {PKDD}},
journal = {CoRR},
volume = {abs/1207.6324},
year = {2012},
url = {http://arxiv.org/abs/1207.6324},
eprinttype = {arXiv},
eprint = {1207.6324},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1207-6324.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1210-4919,
author = {Mirwaes Wahabzada and
Kristian Kersting and
Christian Bauckhage and
Christoph R{\"{o}}mer and
Agim Ballvora and
Francisco Pinto and
Uwe Rascher and
Jens Leon and
Lutz Ploemer},
title = {Latent Dirichlet Allocation Uncovers Spectral Characteristics of Drought
Stressed Plants},
journal = {CoRR},
volume = {abs/1210.4919},
year = {2012},
url = {http://arxiv.org/abs/1210.4919},
eprinttype = {arXiv},
eprint = {1210.4919},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1210-4919.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/JoshiKK11,
author = {Saket Joshi and
Kristian Kersting and
Roni Khardon},
title = {Decision-theoretic planning with generalized first-order decision
diagrams},
journal = {Artif. Intell.},
volume = {175},
number = {18},
pages = {2198--2222},
year = {2011},
url = {https://doi.org/10.1016/j.artint.2011.09.001},
doi = {10.1016/J.ARTINT.2011.09.001},
timestamp = {Sat, 27 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ai/JoshiKK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/computer/SchmidtLK11,
author = {Albrecht Schmidt and
Marc Langheinrich and
Kristian Kersting},
title = {Perception beyond the Here and Now},
journal = {Computer},
volume = {44},
number = {2},
pages = {86--88},
year = {2011},
url = {https://doi.org/10.1109/MC.2011.54},
doi = {10.1109/MC.2011.54},
timestamp = {Wed, 12 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/computer/SchmidtLK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/ThurauKWB11,
author = {Christian Thurau and
Kristian Kersting and
Mirwaes Wahabzada and
Christian Bauckhage},
title = {Convex non-negative matrix factorization for massive datasets},
journal = {Knowl. Inf. Syst.},
volume = {29},
number = {2},
pages = {457--478},
year = {2011},
url = {https://doi.org/10.1007/s10115-010-0352-6},
doi = {10.1007/S10115-010-0352-6},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/kais/ThurauKWB11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/BlockeelBRDKY11,
author = {Hendrik Blockeel and
Karsten M. Borgwardt and
Luc De Raedt and
Pedro M. Domingos and
Kristian Kersting and
Xifeng Yan},
title = {Guest editorial to the special issue on inductive logic programming,
mining and learning in graphs and statistical relational learning},
journal = {Mach. Learn.},
volume = {83},
number = {2},
pages = {133--135},
year = {2011},
url = {https://doi.org/10.1007/s10994-010-5195-6},
doi = {10.1007/S10994-010-5195-6},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/BlockeelBRDKY11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/NeumannAK11,
author = {Marion Neumann and
Babak Ahmadi and
Kristian Kersting},
editor = {Wolfram Burgard and
Dan Roth},
title = {Markov Logic Sets: Towards Lifted Information Retrieval Using PageRank
and Label Propagation},
booktitle = {Proceedings of the Twenty-Fifth {AAAI} Conference on Artificial Intelligence,
{AAAI} 2011, San Francisco, California, USA, August 7-11, 2011},
pages = {447--452},
publisher = {{AAAI} Press},
year = {2011},
url = {https://doi.org/10.1609/aaai.v25i1.7906},
doi = {10.1609/AAAI.V25I1.7906},
timestamp = {Mon, 04 Sep 2023 16:05:54 +0200},
biburl = {https://dblp.org/rec/conf/aaai/NeumannAK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/WahabzadaKPB11,
author = {Mirwaes Wahabzada and
Kristian Kersting and
Anja Pilz and
Christian Bauckhage},
editor = {Craig Macdonald and
Iadh Ounis and
Ian Ruthven},
title = {More influence means less work: fast latent dirichlet allocation by
influence scheduling},
booktitle = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
pages = {2273--2276},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/2063576.2063944},
doi = {10.1145/2063576.2063944},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cikm/WahabzadaKPB11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ewrl/Kersting11,
author = {Kristian Kersting},
editor = {Scott Sanner and
Marcus Hutter},
title = {Invited Talk: Increasing Representational Power and Scaling Inference
in Reinforcement Learning},
booktitle = {Recent Advances in Reinforcement Learning - 9th European Workshop,
{EWRL} 2011, Athens, Greece, September 9-11, 2011, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {7188},
pages = {2},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-29946-9\_2},
doi = {10.1007/978-3-642-29946-9\_2},
timestamp = {Tue, 14 May 2019 10:00:48 +0200},
biburl = {https://dblp.org/rec/conf/ewrl/Kersting11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gis/JawadKA11,
author = {Ahmed Jawad and
Kristian Kersting and
Natalia V. Andrienko},
editor = {Isabel F. Cruz and
Divyakant Agrawal and
Christian S. Jensen and
Eyal Ofek and
Egemen Tanin},
title = {Where traffic meets {DNA:} mobility mining using biological sequence
analysis revisited},
booktitle = {19th {ACM} {SIGSPATIAL} International Symposium on Advances in Geographic
Information Systems, {ACM-GIS} 2011, November 1-4, 2011, Chicago,
IL, USA, Proceedings},
pages = {357--360},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/2093973.2094022},
doi = {10.1145/2093973.2094022},
timestamp = {Thu, 26 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/gis/JawadKA11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KhotNKS11,
author = {Tushar Khot and
Sriraam Natarajan and
Kristian Kersting and
Jude W. Shavlik},
editor = {Diane J. Cook and
Jian Pei and
Wei Wang and
Osmar R. Za{\"{\i}}ane and
Xindong Wu},
title = {Learning Markov Logic Networks via Functional Gradient Boosting},
booktitle = {11th {IEEE} International Conference on Data Mining, {ICDM} 2011,
Vancouver, BC, Canada, December 11-14, 2011},
pages = {320--329},
publisher = {{IEEE} Computer Society},
year = {2011},
url = {https://doi.org/10.1109/ICDM.2011.87},
doi = {10.1109/ICDM.2011.87},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KhotNKS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/XuK11,
author = {Zhao Xu and
Kristian Kersting},
editor = {Diane J. Cook and
Jian Pei and
Wei Wang and
Osmar R. Za{\"{\i}}ane and
Xindong Wu},
title = {Multi-task Learning with Task Relations},
booktitle = {11th {IEEE} International Conference on Data Mining, {ICDM} 2011,
Vancouver, BC, Canada, December 11-14, 2011},
pages = {884--893},
publisher = {{IEEE} Computer Society},
year = {2011},
url = {https://doi.org/10.1109/ICDM.2011.108},
doi = {10.1109/ICDM.2011.108},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/XuK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/AhmadiKS11,
author = {Babak Ahmadi and
Kristian Kersting and
Scott Sanner},
editor = {Toby Walsh},
title = {Multi-Evidence Lifted Message Passing, with Application to PageRank
and the Kalman Filter},
booktitle = {{IJCAI} 2011, Proceedings of the 22nd International Joint Conference
on Artificial Intelligence, Barcelona, Catalonia, Spain, July 16-22,
2011},
pages = {1152--1158},
publisher = {{IJCAI/AAAI}},
year = {2011},
url = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-197},
doi = {10.5591/978-1-57735-516-8/IJCAI11-197},
timestamp = {Tue, 20 Aug 2019 16:16:04 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/AhmadiKS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/NatarajanJTKS11,
author = {Sriraam Natarajan and
Saket Joshi and
Prasad Tadepalli and
Kristian Kersting and
Jude W. Shavlik},
editor = {Toby Walsh},
title = {Imitation Learning in Relational Domains: {A} Functional-Gradient
Boosting Approach},
booktitle = {{IJCAI} 2011, Proceedings of the 22nd International Joint Conference
on Artificial Intelligence, Barcelona, Catalonia, Spain, July 16-22,
2011},
pages = {1414--1420},
publisher = {{IJCAI/AAAI}},
year = {2011},
url = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-239},
doi = {10.5591/978-1-57735-516-8/IJCAI11-239},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/NatarajanJTKS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ki/HadijiAK11,
author = {Fabian Hadiji and
Babak Ahmadi and
Kristian Kersting},
editor = {Joscha Bach and
Stefan Edelkamp},
title = {Efficient Sequential Clamping for Lifted Message Passing},
booktitle = {{KI} 2011: Advances in Artificial Intelligence, 34th Annual German
Conference on AI, Berlin, Germany, October 4-7,2011. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7006},
pages = {122--133},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-24455-1\_11},
doi = {10.1007/978-3-642-24455-1\_11},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/ki/HadijiAK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/AhmadiMKS11,
author = {Babak Ahmadi and
Martin Mladenov and
Kristian Kersting and
Scott Sanner},
editor = {Myra Spiliopoulou and
Andreas N{\"{u}}rnberger and
Ren{\'{e}} Schult},
title = {On Lifted PageRank, Kalman Filter and Towards Lifted Linear Program
Solving},
booktitle = {Report of the symposium "Lernen, Wissen, Adaptivit{\"{a}}t 2011"
of the {GI} special interest groups KDML, {IR} and WM, {LWA} 2011,
Magdeburg, 28.-30.September 2011},
pages = {35--42},
publisher = {Fakult{\"{a}}t f{\"{u}}r Informatik, Otto-von-Guericke-Universit{\"{a}}t
Magdeburg},
year = {2011},
timestamp = {Tue, 14 Feb 2023 10:59:16 +0100},
biburl = {https://dblp.org/rec/conf/lwa/AhmadiMKS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/JawadKA11,
author = {Ahmed Jawad and
Kristian Kersting and
Natalia V. Andrienko},
editor = {Myra Spiliopoulou and
Andreas N{\"{u}}rnberger and
Ren{\'{e}} Schult},
title = {Biological Sequence Analysis meets Mobility Mining},
booktitle = {Report of the symposium "Lernen, Wissen, Adaptivit{\"{a}}t 2011"
of the {GI} special interest groups KDML, {IR} and WM, {LWA} 2011,
Magdeburg, 28.-30.September 2011},
pages = {73--80},
publisher = {Fakult{\"{a}}t f{\"{u}}r Informatik, Otto-von-Guericke-Universit{\"{a}}t
Magdeburg},
year = {2011},
timestamp = {Thu, 26 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lwa/JawadKA11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/AhmadiZHK11,
author = {Babak Ahmadi and
Salah Zayakh and
Fabian Hadiji and
Kristian Kersting},
editor = {Myra Spiliopoulou and
Andreas N{\"{u}}rnberger and
Ren{\'{e}} Schult},
title = {O Scientist, Where Art Thou? Affiliation Propagation for Geo-Referencing
Scientific Publications},
booktitle = {Report of the symposium "Lernen, Wissen, Adaptivit{\"{a}}t 2011"
of the {GI} special interest groups KDML, {IR} and WM, {LWA} 2011,
Magdeburg, 28.-30.September 2011},
pages = {133--136},
publisher = {Fakult{\"{a}}t f{\"{u}}r Informatik, Otto-von-Guericke-Universit{\"{a}}t
Magdeburg},
year = {2011},
timestamp = {Mon, 28 Sep 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lwa/AhmadiZHK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/WahabzadaK11,
author = {Mirwaes Wahabzada and
Kristian Kersting},
editor = {Dimitrios Gunopulos and
Thomas Hofmann and
Donato Malerba and
Michalis Vazirgiannis},
title = {Larger Residuals, Less Work: Active Document Scheduling for Latent
Dirichlet Allocation},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2011, Athens, Greece, September 5-9, 2011, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {6913},
pages = {475--490},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-23808-6\_31},
doi = {10.1007/978-3-642-23808-6\_31},
timestamp = {Thu, 28 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/WahabzadaK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1109-2148,
author = {Luc De Raedt and
Kristian Kersting and
Tapani Raiko},
title = {Logical Hidden Markov Models},
journal = {CoRR},
volume = {abs/1109.2148},
year = {2011},
url = {http://arxiv.org/abs/1109.2148},
eprinttype = {arXiv},
eprint = {1109.2148},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1109-2148.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aim/AhaBBGDEGGGHIJKKKLMMNPRRRRSSSTMHMN10,
author = {David W. Aha and
Mark S. Boddy and
Vadim Bulitko and
Artur S. d'Avila Garcez and
Prashant Doshi and
Stefan Edelkamp and
Christopher W. Geib and
Piotr J. Gmytrasiewicz and
Robert P. Goldman and
Pascal Hitzler and
Charles L. Isbell Jr. and
Darsana P. Josyula and
Leslie Pack Kaelbling and
Kristian Kersting and
Maithilee Kunda and
Lu{\'{\i}}s C. Lamb and
Bhaskara Marthi and
Keith McGreggor and
Vivi Nastase and
Gregory M. Provan and
Anita Raja and
Ashwin Ram and
Mark O. Riedl and
Stuart Russell and
Ashish Sabharwal and
Jan{-}Georg Smaus and
Gita Sukthankar and
Karl Tuyls and
Ron van der Meyden and
Alon Y. Halevy and
Lilyana Mihalkova and
Sriraam Natarajan},
title = {Reports of the {AAAI} 2010 Conference Workshops},
journal = {{AI} Mag.},
volume = {31},
number = {4},
pages = {95--108},
year = {2010},
url = {https://doi.org/10.1609/aimag.v31i4.2318},
doi = {10.1609/AIMAG.V31I4.2318},
timestamp = {Thu, 07 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aim/AhaBBGDEGGGHIJKKKLMMNPRRRRSSSTMHMN10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/HadijiKA10,
author = {Fabian Hadiji and
Kristian Kersting and
Babak Ahmadi},
title = {Lifted Message Passing for Satisfiability},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2010
{AAAI} Workshop, Atlanta, Georgia, USA, July 12, 2010},
series = {{AAAI} Technical Report},
volume = {{WS-10-06}},
publisher = {{AAAI}},
year = {2010},
url = {http://aaai.org/ocs/index.php/WS/AAAIW10/paper/view/1975},
timestamp = {Tue, 05 Sep 2023 08:59:27 +0200},
biburl = {https://dblp.org/rec/conf/aaai/HadijiKA10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KerstingMHA10,
author = {Kristian Kersting and
Youssef El Massaoudi and
Fabian Hadiji and
Babak Ahmadi},
editor = {Maria Fox and
David Poole},
title = {Informed Lifting for Message-Passing},
booktitle = {Proceedings of the Twenty-Fourth {AAAI} Conference on Artificial Intelligence,
{AAAI} 2010, Atlanta, Georgia, USA, July 11-15, 2010},
pages = {1181--1186},
publisher = {{AAAI} Press},
year = {2010},
url = {https://doi.org/10.1609/aaai.v24i1.7759},
doi = {10.1609/AAAI.V24I1.7759},
timestamp = {Mon, 04 Sep 2023 16:23:45 +0200},
biburl = {https://dblp.org/rec/conf/aaai/KerstingMHA10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/NatarajanKLTKS10,
author = {Sriraam Natarajan and
Tushar Khot and
Daniel Lowd and
Prasad Tadepalli and
Kristian Kersting and
Jude W. Shavlik},
title = {Exploiting Causal Independence in Markov Logic Networks: Combining
Undirected and Directed Models},
booktitle = {Statistical Relational Artificial Intelligence, Papers from the 2010
{AAAI} Workshop, Atlanta, Georgia, USA, July 12, 2010},
series = {{AAAI} Technical Report},
volume = {{WS-10-06}},
publisher = {{AAAI}},
year = {2010},
url = {http://aaai.org/ocs/index.php/WS/AAAIW10/paper/view/2020},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/NatarajanKLTKS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SannerK10,
author = {Scott Sanner and
Kristian Kersting},
editor = {Maria Fox and
David Poole},
title = {Symbolic Dynamic Programming for First-order POMDPs},
booktitle = {Proceedings of the Twenty-Fourth {AAAI} Conference on Artificial Intelligence,
{AAAI} 2010, Atlanta, Georgia, USA, July 11-15, 2010},
pages = {1140--1146},
publisher = {{AAAI} Press},
year = {2010},
url = {https://doi.org/10.1609/aaai.v24i1.7747},
doi = {10.1609/AAAI.V24I1.7747},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/SannerK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aips/JoshiKK10,
author = {Saket Joshi and
Kristian Kersting and
Roni Khardon},
editor = {Ronen I. Brafman and
Hector Geffner and
J{\"{o}}rg Hoffmann and
Henry A. Kautz},
title = {Self-Taught Decision Theoretic Planning with First Order Decision
Diagrams},
booktitle = {Proceedings of the 20th International Conference on Automated Planning
and Scheduling, {ICAPS} 2010, Toronto, Ontario, Canada, May 12-16,
2010},
pages = {89--96},
publisher = {{AAAI}},
year = {2010},
url = {http://www.aaai.org/ocs/index.php/ICAPS/ICAPS10/paper/view/1433},
timestamp = {Thu, 31 Jul 2014 11:17:14 +0200},
biburl = {https://dblp.org/rec/conf/aips/JoshiKK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/ThurauKB10,
author = {Christian Thurau and
Kristian Kersting and
Christian Bauckhage},
editor = {Jimmy X. Huang and
Nick Koudas and
Gareth J. F. Jones and
Xindong Wu and
Kevyn Collins{-}Thompson and
Aijun An},
title = {Yes we can: simplex volume maximization for descriptive web-scale
matrix factorization},
booktitle = {Proceedings of the 19th {ACM} Conference on Information and Knowledge
Management, {CIKM} 2010, Toronto, Ontario, Canada, October 26-30,
2010},
pages = {1785--1788},
publisher = {{ACM}},
year = {2010},
url = {https://doi.org/10.1145/1871437.1871729},
doi = {10.1145/1871437.1871729},
timestamp = {Wed, 03 Aug 2022 15:48:33 +0200},
biburl = {https://dblp.org/rec/conf/cikm/ThurauKB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gis/JawadK10,
author = {Ahmed Jawad and
Kristian Kersting},
editor = {Divyakant Agrawal and
Pusheng Zhang and
Amr El Abbadi and
Mohamed F. Mokbel},
title = {Kernelized map matching},
booktitle = {18th {ACM} {SIGSPATIAL} International Symposium on Advances in Geographic
Information Systems, {ACM-GIS} 2010, November 3-5, 2010, San Jose,
CA, USA, Proceedings},
pages = {454--457},
publisher = {{ACM}},
year = {2010},
url = {https://doi.org/10.1145/1869790.1869860},
doi = {10.1145/1869790.1869860},
timestamp = {Thu, 26 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/gis/JawadK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/NatarajanKJTKS10,
author = {Sriraam Natarajan and
Gautam Kunapuli and
Kshitij Judah and
Prasad Tadepalli and
Kristian Kersting and
Jude W. Shavlik},
editor = {Sorin Draghici and
Taghi M. Khoshgoftaar and
Vasile Palade and
Witold Pedrycz and
M. Arif Wani and
Xingquan Zhu},
title = {Multi-Agent Inverse Reinforcement Learning},
booktitle = {The Ninth International Conference on Machine Learning and Applications,
{ICMLA} 2010, Washington, DC, USA, 12-14 December 2010},
pages = {395--400},
publisher = {{IEEE} Computer Society},
year = {2010},
url = {https://doi.org/10.1109/ICMLA.2010.65},
doi = {10.1109/ICMLA.2010.65},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icmla/NatarajanKJTKS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/BehleyKSSC10,
author = {Jens Behley and
Kristian Kersting and
Dirk Schulz and
Volker Steinhage and
Armin B. Cremers},
title = {Learning to hash logistic regression for fast 3D scan point classification},
booktitle = {2010 {IEEE/RSJ} International Conference on Intelligent Robots and
Systems, October 18-22, 2010, Taipei, Taiwan},
pages = {5960--5965},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/IROS.2010.5650093},
doi = {10.1109/IROS.2010.5650093},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iros/BehleyKSSC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/AhmadiKH10,
author = {Babak Ahmadi and
Kristian Kersting and
Fabian Hadiji},
editor = {Martin Atzmueller and
Dominik Benz and
Andreas Hotho and
Gerd Stumme},
title = {Lifted Conditioning for Pairwise Marginals and Beyond},
booktitle = {{LWA} 2010 - Lernen, Wissen {\&} Adaptivit{\"{a}}t, Workshop
Proceedings, Kassel, 4.-6. Oktober 2010},
pages = {13--18},
year = {2010},
url = {http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml4.pdf},
timestamp = {Thu, 12 Mar 2020 11:39:39 +0100},
biburl = {https://dblp.org/rec/conf/lwa/AhmadiKH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/JawadK10,
author = {Ahmed Jawad and
Kristian Kersting},
editor = {Martin Atzmueller and
Dominik Benz and
Andreas Hotho and
Gerd Stumme},
title = {Kernelized Map Matching for noisy trajectories},
booktitle = {{LWA} 2010 - Lernen, Wissen {\&} Adaptivit{\"{a}}t, Workshop
Proceedings, Kassel, 4.-6. Oktober 2010},
pages = {89--96},
year = {2010},
url = {http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml10.pdf},
timestamp = {Thu, 26 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lwa/JawadK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/KerstingWTB10,
author = {Kristian Kersting and
Mirwaes Wahabzada and
Christian Thurau and
Christian Bauckhage},
editor = {Martin Atzmueller and
Dominik Benz and
Andreas Hotho and
Gerd Stumme},
title = {Convex {NMF} on Non-Convex Massiv Data},
booktitle = {{LWA} 2010 - Lernen, Wissen {\&} Adaptivit{\"{a}}t, Workshop
Proceedings, Kassel, 4.-6. Oktober 2010},
pages = {97--104},
year = {2010},
url = {http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml5.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lwa/KerstingWTB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mir/QuadriantoKTB10,
author = {Novi Quadrianto and
Kristian Kersting and
Tinne Tuytelaars and
Wray L. Buntine},
editor = {James Ze Wang and
Nozha Boujemaa and
Nuria Oliver Ramirez and
Apostol Natsev},
title = {Beyond 2D-grids: a dependence maximization view on image browsing},
booktitle = {Proceedings of the 11th {ACM} {SIGMM} International Conference on
Multimedia Information Retrieval, {MIR} 2010, Philadelphia, Pennsylvania,
USA, March 29-31, 2010},
pages = {339--348},
publisher = {{ACM}},
year = {2010},
url = {https://doi.org/10.1145/1743384.1743440},
doi = {10.1145/1743384.1743440},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mir/QuadriantoKTB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/LangTK10,
author = {Tobias Lang and
Marc Toussaint and
Kristian Kersting},
editor = {Jos{\'{e}} L. Balc{\'{a}}zar and
Francesco Bonchi and
Aristides Gionis and
Mich{\`{e}}le Sebag},
title = {Exploration in Relational Worlds},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {6322},
pages = {178--194},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-15883-4\_12},
doi = {10.1007/978-3-642-15883-4\_12},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/LangTK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/WahabzadaXK10,
author = {Mirwaes Wahabzada and
Zhao Xu and
Kristian Kersting},
editor = {Jos{\'{e}} L. Balc{\'{a}}zar and
Francesco Bonchi and
Aristides Gionis and
Mich{\`{e}}le Sebag},
title = {Topic Models Conditioned on Relations},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {6323},
pages = {402--417},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-15939-8\_26},
doi = {10.1007/978-3-642-15939-8\_26},
timestamp = {Fri, 25 Dec 2020 01:15:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/WahabzadaXK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NatarajanKLTKS10,
author = {Sriraam Natarajan and
Tushar Khot and
Daniel Lowd and
Prasad Tadepalli and
Kristian Kersting and
Jude W. Shavlik},
editor = {Jos{\'{e}} L. Balc{\'{a}}zar and
Francesco Bonchi and
Aristides Gionis and
Mich{\`{e}}le Sebag},
title = {Exploiting Causal Independence in Markov Logic Networks: Combining
Undirected and Directed Models},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {6322},
pages = {434--450},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-15883-4\_28},
doi = {10.1007/978-3-642-15883-4\_28},
timestamp = {Tue, 26 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/NatarajanKLTKS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/XuKJ10,
author = {Zhao Xu and
Kristian Kersting and
Thorsten Joachims},
editor = {Jos{\'{e}} L. Balc{\'{a}}zar and
Francesco Bonchi and
Aristides Gionis and
Mich{\`{e}}le Sebag},
title = {Fast Active Exploration for Link-Based Preference Learning Using Gaussian
Processes},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {6323},
pages = {499--514},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-15939-8\_32},
doi = {10.1007/978-3-642-15939-8\_32},
timestamp = {Tue, 26 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/XuKJ10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/KerstingWTB10,
author = {Kristian Kersting and
Mirwaes Wahabzada and
Christian Thurau and
Christian Bauckhage},
editor = {Masashi Sugiyama and
Qiang Yang},
title = {Hierarchical Convex {NMF} for Clustering Massive Data},
booktitle = {Proceedings of the 2nd Asian Conference on Machine Learning, {ACML}
2010, Tokyo, Japan, November 8-10, 2010},
series = {{JMLR} Proceedings},
volume = {13},
pages = {253--268},
publisher = {JMLR.org},
year = {2010},
url = {http://proceedings.mlr.press/v13/kersting10a.html},
timestamp = {Wed, 29 May 2019 08:41:47 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KerstingWTB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/daglib/p/RaedtKGKCT10,
author = {Luc De Raedt and
Angelika Kimmig and
Bernd Gutmann and
Kristian Kersting and
V{\'{\i}}tor Santos Costa and
Hannu Toivonen},
editor = {Saso Dzeroski and
Bart Goethals and
Pance Panov},
title = {Probabilistic Inductive Querying Using ProbLog},
booktitle = {Inductive Databases and Constraint-Based Data Mining},
pages = {229--262},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-1-4419-7738-0\_10},
doi = {10.1007/978-1-4419-7738-0\_10},
timestamp = {Sat, 09 Apr 2022 12:20:03 +0200},
biburl = {https://dblp.org/rec/books/daglib/p/RaedtKGKCT10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/starai/2012,
editor = {Henry A. Kautz and
Kristian Kersting and
Sriraam Natarajan and
David Poole},
title = {2nd International Workshop on Statistical Relational {AI} (StaRAI-12),
held at the Uncertainty in Artificial Intelligence Conference {(UAI}
2012), Catalina Island, CA, USA, August 18, 2012},
year = {2010},
url = {https://starai.cs.kuleuven.be/2012/papers.htm},
timestamp = {Thu, 10 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/starai/2012.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/QuadriantoKX10,
author = {Novi Quadrianto and
Kristian Kersting and
Zhao Xu},
editor = {Claude Sammut and
Geoffrey I. Webb},
title = {Gaussian Process},
booktitle = {Encyclopedia of Machine Learning},
pages = {428--439},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-0-387-30164-8\_324},
doi = {10.1007/978-0-387-30164-8\_324},
timestamp = {Wed, 14 Nov 2018 10:51:34 +0100},
biburl = {https://dblp.org/rec/reference/ml/QuadriantoKX10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/RaedtK10,
author = {Luc De Raedt and
Kristian Kersting},
editor = {Claude Sammut and
Geoffrey I. Webb},
title = {Statistical Relational Learning},
booktitle = {Encyclopedia of Machine Learning},
pages = {916--924},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-0-387-30164-8\_786},
doi = {10.1007/978-0-387-30164-8\_786},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/ml/RaedtK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/SannerK10,
author = {Scott Sanner and
Kristian Kersting},
editor = {Claude Sammut and
Geoffrey I. Webb},
title = {Symbolic Dynamic Programming},
booktitle = {Encyclopedia of Machine Learning},
pages = {946--954},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-0-387-30164-8\_806},
doi = {10.1007/978-0-387-30164-8\_806},
timestamp = {Wed, 12 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/ml/SannerK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jfr/PlagemannMPKRB09,
author = {Christian Plagemann and
Sebastian Mischke and
Sam Prentice and
Kristian Kersting and
Nicholas Roy and
Wolfram Burgard},
title = {A Bayesian regression approach to terrain mapping and an application
to legged robot locomotion},
journal = {J. Field Robotics},
volume = {26},
number = {10},
pages = {789--811},
year = {2009},
url = {https://doi.org/10.1002/rob.20308},
doi = {10.1002/ROB.20308},
timestamp = {Sun, 28 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jfr/PlagemannMPKRB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/NeumannKXS09,
author = {Marion Neumann and
Kristian Kersting and
Zhao Xu and
Daniel Schulz},
editor = {Wei Wang and
Hillol Kargupta and
Sanjay Ranka and
Philip S. Yu and
Xindong Wu},
title = {Stacked Gaussian Process Learning},
booktitle = {{ICDM} 2009, The Ninth {IEEE} International Conference on Data Mining,
Miami, Florida, USA, 6-9 December 2009},
pages = {387--396},
publisher = {{IEEE} Computer Society},
year = {2009},
url = {https://doi.org/10.1109/ICDM.2009.56},
doi = {10.1109/ICDM.2009.56},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/NeumannKXS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ThurauKB09,
author = {Christian Thurau and
Kristian Kersting and
Christian Bauckhage},
editor = {Wei Wang and
Hillol Kargupta and
Sanjay Ranka and
Philip S. Yu and
Xindong Wu},
title = {Convex Non-negative Matrix Factorization in the Wild},
booktitle = {{ICDM} 2009, The Ninth {IEEE} International Conference on Data Mining,
Miami, Florida, USA, 6-9 December 2009},
pages = {523--532},
publisher = {{IEEE} Computer Society},
year = {2009},
url = {https://doi.org/10.1109/ICDM.2009.55},
doi = {10.1109/ICDM.2009.55},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/ThurauKB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/QuadriantoKRCB09,
author = {Novi Quadrianto and
Kristian Kersting and
Mark D. Reid and
Tib{\'{e}}rio S. Caetano and
Wray L. Buntine},
editor = {Wei Wang and
Hillol Kargupta and
Sanjay Ranka and
Philip S. Yu and
Xindong Wu},
title = {Kernel Conditional Quantile Estimation via Reduction Revisited},
booktitle = {{ICDM} 2009, The Ninth {IEEE} International Conference on Data Mining,
Miami, Florida, USA, 6-9 December 2009},
pages = {938--943},
publisher = {{IEEE} Computer Society},
year = {2009},
url = {https://doi.org/10.1109/ICDM.2009.82},
doi = {10.1109/ICDM.2009.82},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/QuadriantoKRCB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/XuKT09,
author = {Zhao Xu and
Kristian Kersting and
Volker Tresp},
editor = {Craig Boutilier},
title = {Multi-Relational Learning with Gaussian Processes},
booktitle = {{IJCAI} 2009, Proceedings of the 21st International Joint Conference
on Artificial Intelligence, Pasadena, California, USA, July 11-17,
2009},
pages = {1309--1314},
year = {2009},
url = {http://ijcai.org/Proceedings/09/Papers/220.pdf},
timestamp = {Tue, 20 Aug 2019 16:16:40 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/XuKT09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/JoshiKK09,
author = {Saket Joshi and
Kristian Kersting and
Roni Khardon},
editor = {Craig Boutilier},
title = {Generalized First Order Decision Diagrams for First Order Markov Decision
Processes},
booktitle = {{IJCAI} 2009, Proceedings of the 21st International Joint Conference
on Artificial Intelligence, Pasadena, California, USA, July 11-17,
2009},
pages = {1916--1921},
year = {2009},
url = {http://ijcai.org/Proceedings/09/Papers/317.pdf},
timestamp = {Tue, 20 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/JoshiKK09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/SchulzKK09,
author = {Hannes Schulz and
Kristian Kersting and
Andreas Karwath},
editor = {Luc De Raedt},
title = {ILP, the Blind, and the Elephant: Euclidean Embedding of Co-proven
Queries},
booktitle = {Inductive Logic Programming, 19th International Conference, {ILP}
2009, Leuven, Belgium, July 02-04, 2009. Revised Papers},
series = {Lecture Notes in Computer Science},
volume = {5989},
pages = {209--216},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-13840-9\_20},
doi = {10.1007/978-3-642-13840-9\_20},
timestamp = {Sun, 25 Oct 2020 23:05:34 +0100},
biburl = {https://dblp.org/rec/conf/ilp/SchulzKK09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/KerstingX09,
author = {Kristian Kersting and
Zhao Xu},
editor = {Wray L. Buntine and
Marko Grobelnik and
Dunja Mladenic and
John Shawe{-}Taylor},
title = {Learning Preferences with Hidden Common Cause Relations},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2009, Bled, Slovenia, September 7-11, 2009, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5781},
pages = {676--691},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-04180-8\_61},
doi = {10.1007/978-3-642-04180-8\_61},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/KerstingX09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/KerstingAN09,
author = {Kristian Kersting and
Babak Ahmadi and
Sriraam Natarajan},
editor = {Jeff A. Bilmes and
Andrew Y. Ng},
title = {Counting Belief Propagation},
booktitle = {{UAI} 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty
in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009},
pages = {277--284},
publisher = {{AUAI} Press},
year = {2009},
url = {https://www.auai.org/uai2009/papers/UAI2009\_0177\_339300357a8dff9d0c77c70398c832a4.pdf},
timestamp = {Tue, 25 Oct 2022 12:03:45 +0200},
biburl = {https://dblp.org/rec/conf/uai/KerstingAN09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amai/JaegerGK08,
author = {Manfred Jaeger and
Lise Getoor and
Kristian Kersting},
title = {Preface},
journal = {Ann. Math. Artif. Intell.},
volume = {54},
number = {1-3},
pages = {1--2},
year = {2008},
url = {https://doi.org/10.1007/s10472-009-9131-z},
doi = {10.1007/S10472-009-9131-Z},
timestamp = {Sun, 28 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/amai/JaegerGK08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/RaedtKKRT08,
author = {Luc De Raedt and
Kristian Kersting and
Angelika Kimmig and
Kate Revoredo and
Hannu Toivonen},
title = {Compressing probabilistic Prolog programs},
journal = {Mach. Learn.},
volume = {70},
number = {2-3},
pages = {151--168},
year = {2008},
url = {https://doi.org/10.1007/s10994-007-5030-x},
doi = {10.1007/S10994-007-5030-X},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/RaedtKKRT08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MilchZKHK08,
author = {Brian Milch and
Luke S. Zettlemoyer and
Kristian Kersting and
Michael Haimes and
Leslie Pack Kaelbling},
editor = {Dieter Fox and
Carla P. Gomes},
title = {Lifted Probabilistic Inference with Counting Formulas},
booktitle = {Proceedings of the Twenty-Third {AAAI} Conference on Artificial Intelligence,
{AAAI} 2008, Chicago, Illinois, USA, July 13-17, 2008},
pages = {1062--1068},
publisher = {{AAAI} Press},
year = {2008},
url = {http://www.aaai.org/Library/AAAI/2008/aaai08-168.php},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MilchZKHK08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KarwathKL08,
author = {Andreas Karwath and
Kristian Kersting and
Niels Landwehr},
title = {Boosting Relational Sequence Alignments},
booktitle = {Proceedings of the 8th {IEEE} International Conference on Data Mining
{(ICDM} 2008), December 15-19, 2008, Pisa, Italy},
pages = {857--862},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/ICDM.2008.127},
doi = {10.1109/ICDM.2008.127},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KarwathKL08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KerstingD08,
author = {Kristian Kersting and
Kurt Driessens},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Non-parametric policy gradients: a unified treatment of propositional
and relational domains},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {456--463},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390214},
doi = {10.1145/1390156.1390214},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/KerstingD08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/Kersting08,
author = {Kristian Kersting},
editor = {Filip Zelezn{\'{y}} and
Nada Lavrac},
title = {{SRL} without Tears: An {ILP} Perspective},
booktitle = {Inductive Logic Programming, 18th International Conference, {ILP}
2008, Prague, Czech Republic, September 10-12, 2008, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5194},
pages = {2},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-85928-4\_2},
doi = {10.1007/978-3-540-85928-4\_2},
timestamp = {Tue, 14 May 2019 10:00:36 +0200},
biburl = {https://dblp.org/rec/conf/ilp/Kersting08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/NatarajanBTKW08,
author = {Sriraam Natarajan and
Hung Hai Bui and
Prasad Tadepalli and
Kristian Kersting and
Weng{-}Keen Wong},
editor = {Filip Zelezn{\'{y}} and
Nada Lavrac},
title = {Logical Hierarchical Hidden Markov Models for Modeling User Activities},
booktitle = {Inductive Logic Programming, 18th International Conference, {ILP}
2008, Prague, Czech Republic, September 10-12, 2008, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5194},
pages = {192--209},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-85928-4\_17},
doi = {10.1007/978-3-540-85928-4\_17},
timestamp = {Wed, 17 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/NatarajanBTKW08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/PlagemannMPKRB08,
author = {Christian Plagemann and
Sebastian Mischke and
Sam Prentice and
Kristian Kersting and
Nicholas Roy and
Wolfram Burgard},
title = {Learning predictive terrain models for legged robot locomotion},
booktitle = {2008 {IEEE/RSJ} International Conference on Intelligent Robots and
Systems, September 22-26, 2008, Acropolis Convention Center, Nice,
France},
pages = {3545--3552},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/IROS.2008.4651026},
doi = {10.1109/IROS.2008.4651026},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/iros/PlagemannMPKRB08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/XuTRK08,
author = {Zhao Xu and
Volker Tresp and
Achim Rettinger and
Kristian Kersting},
editor = {C. Lee Giles and
Marc Smith and
John Yen and
Haizheng Zhang},
title = {Social Network Mining with Nonparametric Relational Models},
booktitle = {Advances in Social Network Mining and Analysis, Second International
Workshop, {SNAKDD} 2008, Las Vegas, NV, USA, August 24-27, 2008, Revised
Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {5498},
pages = {77--96},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-642-14929-0\_5},
doi = {10.1007/978-3-642-14929-0\_5},
timestamp = {Sun, 25 Oct 2020 22:35:28 +0100},
biburl = {https://dblp.org/rec/conf/kdd/XuTRK08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/MissuraKG08,
author = {Olana Missura and
Kristian Kersting and
Thomas G{\"{a}}rtner},
editor = {Joachim Baumeister and
Martin Atzm{\"{u}}ller},
title = {Towards Engaging Games},
booktitle = {{LWA} 2008 - Workshop-Woche: Lernen, Wissen {\&} Adaptivit{\"{a}}t,
W{\"{u}}rzburg, Deutschland, 6.-8. Oktober 2008, Proceedings},
series = {Technical Report},
volume = {448},
pages = {77--83},
publisher = {Department of Computer Science, University of W{\"{u}}rzburg,
Germany},
year = {2008},
timestamp = {Thu, 05 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lwa/MissuraKG08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/PlagemannKB08,
author = {Christian Plagemann and
Kristian Kersting and
Wolfram Burgard},
editor = {Walter Daelemans and
Bart Goethals and
Katharina Morik},
title = {Nonstationary Gaussian Process Regression Using Point Estimates of
Local Smoothness},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML/PKDD} 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {5212},
pages = {204--219},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-87481-2\_14},
doi = {10.1007/978-3-540-87481-2\_14},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/PlagemannKB08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GutmannKKR08,
author = {Bernd Gutmann and
Angelika Kimmig and
Kristian Kersting and
Luc De Raedt},
editor = {Walter Daelemans and
Bart Goethals and
Katharina Morik},
title = {Parameter Learning in Probabilistic Databases: {A} Least Squares Approach},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML/PKDD} 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5211},
pages = {473--488},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-87479-9\_49},
doi = {10.1007/978-3-540-87479-9\_49},
timestamp = {Mon, 28 Aug 2023 21:17:29 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/GutmannKKR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/ilp/RaedtK08,
author = {Luc De Raedt and
Kristian Kersting},
editor = {Luc De Raedt and
Paolo Frasconi and
Kristian Kersting and
Stephen H. Muggleton},
title = {Probabilistic Inductive Logic Programming},
booktitle = {Probabilistic Inductive Logic Programming - Theory and Applications},
series = {Lecture Notes in Computer Science},
volume = {4911},
pages = {1--27},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-78652-8\_1},
doi = {10.1007/978-3-540-78652-8\_1},
timestamp = {Sat, 30 Apr 2022 12:43:31 +0200},
biburl = {https://dblp.org/rec/conf/ilp/RaedtK08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/ilp/KerstingRGKL08,
author = {Kristian Kersting and
Luc De Raedt and
Bernd Gutmann and
Andreas Karwath and
Niels Landwehr},
editor = {Luc De Raedt and
Paolo Frasconi and
Kristian Kersting and
Stephen H. Muggleton},
title = {Relational Sequence Learning},
booktitle = {Probabilistic Inductive Logic Programming - Theory and Applications},
series = {Lecture Notes in Computer Science},
volume = {4911},
pages = {28--55},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-78652-8\_2},
doi = {10.1007/978-3-540-78652-8\_2},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KerstingRGKL08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/ilp/KerstingR08,
author = {Kristian Kersting and
Luc De Raedt},
editor = {Luc De Raedt and
Paolo Frasconi and
Kristian Kersting and
Stephen H. Muggleton},
title = {Basic Principles of Learning Bayesian Logic Programs},
booktitle = {Probabilistic Inductive Logic Programming - Theory and Applications},
series = {Lecture Notes in Computer Science},
volume = {4911},
pages = {189--221},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-78652-8\_7},
doi = {10.1007/978-3-540-78652-8\_7},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KerstingR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagstuhl/2007P7161,
editor = {Luc De Raedt and
Thomas G. Dietterich and
Lise Getoor and
Kristian Kersting and
Stephen H. Muggleton},
title = {Probabilistic, Logical and Relational Learning - {A} Further Synthesis,
15.04. - 20.04.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07161},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2008},
url = {http://drops.dagstuhl.de/portals/07161/},
timestamp = {Sat, 30 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/2007P7161.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:conf/ilp/2008p,
editor = {Luc De Raedt and
Paolo Frasconi and
Kristian Kersting and
Stephen H. Muggleton},
title = {Probabilistic Inductive Logic Programming - Theory and Applications},
series = {Lecture Notes in Computer Science},
volume = {4911},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-78652-8},
doi = {10.1007/978-3-540-78652-8},
isbn = {978-3-540-78651-1},
timestamp = {Sat, 30 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/2008p.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ar/KerstingPCBR07,
author = {Kristian Kersting and
Christian Plagemann and
Alexandru Cocora and
Wolfram Burgard and
Luc De Raedt},
title = {Learning to transfer optimal navigation policies},
journal = {Adv. Robotics},
volume = {21},
number = {13},
pages = {1565--1582},
year = {2007},
url = {https://doi.org/10.1163/156855307782148541},
doi = {10.1163/156855307782148541},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ar/KerstingPCBR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LandwehrKR07,
author = {Niels Landwehr and
Kristian Kersting and
Luc De Raedt},
title = {Integrating Na{\"{\i}}ve Bayes and {FOIL}},
journal = {J. Mach. Learn. Res.},
volume = {8},
pages = {481--507},
year = {2007},
url = {https://dl.acm.org/doi/10.5555/1314498.1314516},
doi = {10.5555/1314498.1314516},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LandwehrKR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KerstingPPB07,
author = {Kristian Kersting and
Christian Plagemann and
Patrick Pfaff and
Wolfram Burgard},
editor = {Zoubin Ghahramani},
title = {Most likely heteroscedastic Gaussian process regression},
booktitle = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
{(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
series = {{ACM} International Conference Proceeding Series},
volume = {227},
pages = {393--400},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1273496.1273546},
doi = {10.1145/1273496.1273546},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/KerstingPPB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rss/PlagemannKPB07,
author = {Christian Plagemann and
Kristian Kersting and
Patrick Pfaff and
Wolfram Burgard},
editor = {Wolfram Burgard and
Oliver Brock and
Cyrill Stachniss},
title = {Gaussian Beam Processes: {A} Nonparametric Bayesian Measurement Model
for Range Finders},
booktitle = {Robotics: Science and Systems III, June 27-30, 2007, Georgia Institute
of Technology, Atlanta, Georgia, {USA}},
publisher = {The {MIT} Press},
year = {2007},
url = {http://www.roboticsproceedings.org/rss03/p18.html},
doi = {10.15607/RSS.2007.III.018},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/rss/PlagemannKPB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlg/2007,
editor = {Paolo Frasconi and
Kristian Kersting and
Koji Tsuda},
title = {Mining and Learning with Graphs, {MLG} 2007, Firence, Italy, August
1-3, 2007, Proceedings},
year = {2007},
timestamp = {Wed, 12 Dec 2007 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mlg/2007.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/RaedtDGKM07,
author = {Luc De Raedt and
Thomas G. Dietterich and
Lise Getoor and
Kristian Kersting and
Stephen H. Muggleton},
editor = {Luc De Raedt and
Thomas G. Dietterich and
Lise Getoor and
Kristian Kersting and
Stephen H. Muggleton},
title = {07161 Abstracts Collection -- Probabilistic, Logical and Relational
Learning - {A} Further Synthesis},
booktitle = {Probabilistic, Logical and Relational Learning - {A} Further Synthesis,
15.04. - 20.04.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07161},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/opus/volltexte/2008/1388},
timestamp = {Sat, 30 Apr 2022 12:43:31 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/RaedtDGKM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aicom/Kersting06,
author = {Kristian Kersting},
title = {An inductive logic programming approach to statistical relational
learning},
journal = {{AI} Commun.},
volume = {19},
number = {4},
pages = {389--390},
year = {2006},
url = {http://content.iospress.com/articles/ai-communications/aic383},
timestamp = {Fri, 15 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aicom/Kersting06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/KerstingRR06,
author = {Kristian Kersting and
Luc De Raedt and
Tapani Raiko},
title = {Logical Hidden Markov Models},
journal = {J. Artif. Intell. Res.},
volume = {25},
pages = {425--456},
year = {2006},
url = {https://doi.org/10.1613/jair.1675},
doi = {10.1613/JAIR.1675},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jair/KerstingRR06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/CocoraKBRP06,
author = {Alexandru Cocora and
Kristian Kersting and
Wolfram Burgard and
Luc De Raedt and
Christian Plagemann},
title = {Learning Relational Navigation Policies},
journal = {K{\"{u}}nstliche Intell.},
volume = {20},
number = {3},
pages = {12--18},
year = {2006},
url = {http://www.kuenstliche-intelligenz.de/index.php?id=7745\&\#38;tx\_ki\_pi1\%5BshowUid\%5D=1161\&\#38;cHash=582189aa11},
timestamp = {Thu, 09 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/CocoraKBRP06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/DickK06,
author = {Uwe Dick and
Kristian Kersting},
editor = {Johannes F{\"{u}}rnkranz and
Tobias Scheffer and
Myra Spiliopoulou},
title = {Fisher Kernels for Relational Data},
booktitle = {Machine Learning: {ECML} 2006, 17th European Conference on Machine
Learning, Berlin, Germany, September 18-22, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4212},
pages = {114--125},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11871842\_15},
doi = {10.1007/11871842\_15},
timestamp = {Tue, 14 May 2019 10:00:54 +0200},
biburl = {https://dblp.org/rec/conf/ecml/DickK06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/GutmannK06,
author = {Bernd Gutmann and
Kristian Kersting},
editor = {Johannes F{\"{u}}rnkranz and
Tobias Scheffer and
Myra Spiliopoulou},
title = {TildeCRF: Conditional Random Fields for Logical Sequences},
booktitle = {Machine Learning: {ECML} 2006, 17th European Conference on Machine
Learning, Berlin, Germany, September 18-22, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4212},
pages = {174--185},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11871842\_20},
doi = {10.1007/11871842\_20},
timestamp = {Tue, 26 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ecml/GutmannK06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/TriebelKB06,
author = {Rudolph Triebel and
Kristian Kersting and
Wolfram Burgard},
title = {Robust 3D Scan Point Classification using Associative Markov Networks},
booktitle = {Proceedings of the 2006 {IEEE} International Conference on Robotics
and Automation, {ICRA} 2006, May 15-19, 2006, Orlando, Florida, {USA}},
pages = {2603--2608},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/ROBOT.2006.1642094},
doi = {10.1109/ROBOT.2006.1642094},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icra/TriebelKB06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/RaedtKKRT06,
author = {Luc De Raedt and
Kristian Kersting and
Angelika Kimmig and
Kate Revoredo and
Hannu Toivonen},
editor = {Stephen H. Muggleton and
Ram{\'{o}}n P. Otero and
Alireza Tamaddoni{-}Nezhad},
title = {Revising Probabilistic Prolog Programs},
booktitle = {Inductive Logic Programming, 16th International Conference, {ILP}
2006, Santiago de Compostela, Spain, August 24-27, 2006, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {4455},
pages = {30--33},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/978-3-540-73847-3\_7},
doi = {10.1007/978-3-540-73847-3\_7},
timestamp = {Sat, 30 Apr 2022 12:43:31 +0200},
biburl = {https://dblp.org/rec/conf/ilp/RaedtKKRT06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KarwathK06,
author = {Andreas Karwath and
Kristian Kersting},
editor = {Stephen H. Muggleton and
Ram{\'{o}}n P. Otero and
Alireza Tamaddoni{-}Nezhad},
title = {Relational Sequence Alignments and Logos},
booktitle = {Inductive Logic Programming, 16th International Conference, {ILP}
2006, Santiago de Compostela, Spain, August 24-27, 2006, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {4455},
pages = {290--304},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/978-3-540-73847-3\_29},
doi = {10.1007/978-3-540-73847-3\_29},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KarwathK06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iros/CocoraKPBR06,
author = {Alexandru Cocora and
Kristian Kersting and
Christian Plagemann and
Wolfram Burgard and
Luc De Raedt},
title = {Learning Relational Navigation Policies},
booktitle = {2006 {IEEE/RSJ} International Conference on Intelligent Robots and
Systems, {IROS} 2006, October 9-15, 2006, Beijing, China},
pages = {2792--2797},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/IROS.2006.282061},
doi = {10.1109/IROS.2006.282061},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iros/CocoraKPBR06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:series/faia/2005-148,
author = {Kristian Kersting},
title = {An Inductive Logic Programming Approach to Statistical Relational
Learning},
school = {University of Freiburg, Germany},
year = {2005},
url = {http://www.booksonline.iospress.nl/Content/View.aspx?piid=96},
isbn = {978-1-58603-674-4},
timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/faia/2005-148.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/RaedtKT05,
author = {Luc De Raedt and
Kristian Kersting and
Sunna Torge},
editor = {Manuela M. Veloso and
Subbarao Kambhampati},
title = {Towards Learning Stochastic Logic Programs from Proof-Banks},
booktitle = {Proceedings, The Twentieth National Conference on Artificial Intelligence
and the Seventeenth Innovative Applications of Artificial Intelligence
Conference, July 9-13, 2005, Pittsburgh, Pennsylvania, {USA}},
pages = {752--757},
publisher = {{AAAI} Press / The {MIT} Press},
year = {2005},
url = {http://www.aaai.org/Library/AAAI/2005/aaai05-118.php},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/RaedtKT05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/LandwehrKR05,
author = {Niels Landwehr and
Kristian Kersting and
Luc De Raedt},
editor = {Manuela M. Veloso and
Subbarao Kambhampati},
title = {nFOIL: Integrating Na{\"{\i}}ve Bayes and {FOIL}},
booktitle = {Proceedings, The Twentieth National Conference on Artificial Intelligence
and the Seventeenth Innovative Applications of Artificial Intelligence
Conference, July 9-13, 2005, Pittsburgh, Pennsylvania, {USA}},
pages = {795--800},
publisher = {{AAAI} Press / The {MIT} Press},
year = {2005},
url = {http://www.aaai.org/Library/AAAI/2005/aaai05-125.php},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/LandwehrKR05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/KerstingR05,
author = {Kristian Kersting and
Tapani Raiko},
title = {"Say EM" for Selecting Probabilistic Models for Logical
Sequences},
booktitle = {{UAI} '05, Proceedings of the 21st Conference in Uncertainty in Artificial
Intelligence, Edinburgh, Scotland, July 26-29, 2005},
pages = {300--307},
publisher = {{AUAI} Press},
year = {2005},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=1173\&\#38;proceeding\_id=21},
timestamp = {Wed, 03 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/KerstingR05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/RaedtK04,
author = {Luc De Raedt and
Kristian Kersting},
editor = {Shai Ben{-}David and
John Case and
Akira Maruoka},
title = {Probabilistic Inductive Logic Programming},
booktitle = {Algorithmic Learning Theory, 15th International Conference, {ALT}
2004, Padova, Italy, October 2-5, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3244},
pages = {19--36},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30215-5\_3},
doi = {10.1007/978-3-540-30215-5\_3},
timestamp = {Tue, 14 May 2019 10:00:51 +0200},
biburl = {https://dblp.org/rec/conf/alt/RaedtK04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/KerstingG04,
author = {Kristian Kersting and
Thomas G{\"{a}}rtner},
editor = {Jean{-}Fran{\c{c}}ois Boulicaut and
Floriana Esposito and
Fosca Giannotti and
Dino Pedreschi},
title = {Fisher Kernels for Logical Sequences},
booktitle = {Machine Learning: {ECML} 2004, 15th European Conference on Machine
Learning, Pisa, Italy, September 20-24, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3201},
pages = {205--216},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30115-8\_21},
doi = {10.1007/978-3-540-30115-8\_21},
timestamp = {Thu, 05 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecml/KerstingG04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KerstingOR04,
author = {Kristian Kersting and
Martijn van Otterlo and
Luc De Raedt},
editor = {Carla E. Brodley},
title = {Bellman goes relational},
booktitle = {Machine Learning, Proceedings of the Twenty-first International Conference
{(ICML} 2004), Banff, Alberta, Canada, July 4-8, 2004},
series = {{ACM} International Conference Proceeding Series},
volume = {69},
publisher = {{ACM}},
year = {2004},
url = {https://doi.org/10.1145/1015330.1015401},
doi = {10.1145/1015330.1015401},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/KerstingOR04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KerstingR04,
author = {Kristian Kersting and
Luc De Raedt},
editor = {Rui Camacho and
Ross D. King and
Ashwin Srinivasan},
title = {Logical Markov Decision Programs and the Convergence of Logical TD(lambda)},
booktitle = {Inductive Logic Programming, 14th International Conference, {ILP}
2004, Porto, Portugal, September 6-8, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3194},
pages = {180--197},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30109-7\_16},
doi = {10.1007/978-3-540-30109-7\_16},
timestamp = {Wed, 24 Mar 2021 17:12:00 +0100},
biburl = {https://dblp.org/rec/conf/ilp/KerstingR04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/KerstingD04,
author = {Kristian Kersting and
Uwe Dick},
editor = {Jean{-}Fran{\c{c}}ois Boulicaut and
Floriana Esposito and
Fosca Giannotti and
Dino Pedreschi},
title = {Balios - The Engine for Bayesian Logic Programs},
booktitle = {Knowledge Discovery in Databases: {PKDD} 2004, 8th European Conference
on Principles and Practice of Knowledge Discovery in Databases, Pisa,
Italy, September 20-24, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3202},
pages = {549--551},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30116-5\_62},
doi = {10.1007/978-3-540-30116-5\_62},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/KerstingD04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/RaedtK03,
author = {Luc De Raedt and
Kristian Kersting},
title = {Probabilistic logic learning},
journal = {{SIGKDD} Explor.},
volume = {5},
number = {1},
pages = {31--48},
year = {2003},
url = {https://doi.org/10.1145/959242.959247},
doi = {10.1145/959242.959247},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sigkdd/RaedtK03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/FischerK03,
author = {J{\"{o}}rg Fischer and
Kristian Kersting},
editor = {Nada Lavrac and
Dragan Gamberger and
Ljupco Todorovski and
Hendrik Blockeel},
title = {Scaled {CGEM:} {A} Fast Accelerated {EM}},
booktitle = {Machine Learning: {ECML} 2003, 14th European Conference on Machine
Learning, Cavtat-Dubrovnik, Croatia, September 22-26, 2003, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2837},
pages = {133--144},
publisher = {Springer},
year = {2003},
url = {https://doi.org/10.1007/978-3-540-39857-8\_14},
doi = {10.1007/978-3-540-39857-8\_14},
timestamp = {Tue, 14 May 2019 10:00:54 +0200},
biburl = {https://dblp.org/rec/conf/ecml/FischerK03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/KerstingRKR03,
author = {Kristian Kersting and
Tapani Raiko and
Stefan Kramer and
Luc De Raedt},
editor = {Russ B. Altman and
A. Keith Dunker and
Lawrence Hunter and
Teri E. Klein},
title = {Towards Discovering Structural Signatures of Protein Folds Based on
Logical Hidden Markov Models},
booktitle = {Proceedings of the 8th Pacific Symposium on Biocomputing, {PSB} 2003,
Lihue, Hawaii, USA, January 3-7, 2003},
pages = {192--203},
year = {2003},
url = {http://psb.stanford.edu/psb-online/proceedings/psb03/kersting.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/psb/KerstingRKR03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/artmed/GanzertGKKPSK02,
author = {Steven Ganzert and
Josef Guttmann and
Kristian Kersting and
Ralf Kuhlen and
Christian Putensen and
Michael Sydow and
Stefan Kramer},
title = {Analysis of respiratory pressure-volume curves in intensive care medicine
using inductive machine learning},
journal = {Artif. Intell. Medicine},
volume = {26},
number = {1-2},
pages = {69--86},
year = {2002},
url = {https://doi.org/10.1016/S0933-3657(02)00053-2},
doi = {10.1016/S0933-3657(02)00053-2},
timestamp = {Thu, 20 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/artmed/GanzertGKKPSK02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KerstingL02,
author = {Kristian Kersting and
Niels Landwehr},
editor = {Jos{\'{e}} A. G{\'{a}}mez and
Antonio Salmer{\'{o}}n},
title = {Scaled Conjugate Gradients for Maximum Likelihood: An Empirical Comparison
with the {EM} Algorithm},
booktitle = {First European Workshop on Probabilistic Graphical Models, 6-8 November
- 2002 - Cuenca (Spain), Electronic Proceedings},
year = {2002},
url = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-11.ps.gz},
timestamp = {Tue, 05 Sep 2017 10:26:24 +0200},
biburl = {https://dblp.org/rec/conf/pgm/KerstingL02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pgm/KerstingRR02,
author = {Kristian Kersting and
Tapani Raiko and
Luc De Raedt},
editor = {Jos{\'{e}} A. G{\'{a}}mez and
Antonio Salmer{\'{o}}n},
title = {Logical Hidden Markov Models (Extendes abstract)},
booktitle = {First European Workshop on Probabilistic Graphical Models, 6-8 November
- 2002 - Cuenca (Spain), Electronic Proceedings},
year = {2002},
url = {http://www.info-ab.uclm.es/isl/cuenca/proceedings/proc-elec/papers/pgm02-12.ps.gz},
timestamp = {Wed, 06 Oct 2004 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pgm/KerstingRR02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KerstingR01,
author = {Kristian Kersting and
Luc De Raedt},
editor = {C{\'{e}}line Rouveirol and
Mich{\`{e}}le Sebag},
title = {Adaptive Bayesian Logic Programs},
booktitle = {Inductive Logic Programming, 11th International Conference, {ILP}
2001, Strasbourg, France, September 9-11, 2001, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2157},
pages = {104--117},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44797-0\_9},
doi = {10.1007/3-540-44797-0\_9},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KerstingR01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KerstingR01a,
author = {Kristian Kersting and
Luc De Raedt},
editor = {C{\'{e}}line Rouveirol and
Mich{\`{e}}le Sebag},
title = {Towards Combining Inductive Logic Programming with Bayesian Networks},
booktitle = {Inductive Logic Programming, 11th International Conference, {ILP}
2001, Strasbourg, France, September 9-11, 2001, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2157},
pages = {118--131},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44797-0\_10},
doi = {10.1007/3-540-44797-0\_10},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ilp/KerstingR01a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/cs-AI-0111058,
author = {Kristian Kersting and
Luc De Raedt},
title = {Bayesian Logic Programs},
journal = {CoRR},
volume = {cs.AI/0111058},
year = {2001},
url = {https://arxiv.org/abs/cs/0111058},
timestamp = {Fri, 10 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/cs-AI-0111058.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ilp/KerstingR00,
author = {Kristian Kersting and
Luc De Raedt},
editor = {James Cussens and
Alan M. Frisch},
title = {Bayesian Logic Programs},
booktitle = {Inductive Logic Programming, 10th International Conference, {ILP}
2000, Work-in-progress reports, London, UK, July 2000, Proceedings},
series = {{CEUR} Workshop Proceedings},
volume = {35},
publisher = {CEUR-WS.org},
year = {2000},
url = {https://ceur-ws.org/Vol-35/07-KerstingDeRaedt.ps},
timestamp = {Fri, 10 Mar 2023 16:23:03 +0100},
biburl = {https://dblp.org/rec/conf/ilp/KerstingR00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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