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@inproceedings{DBLP:conf/iclr/FrauenICMFS24, author = {Dennis Frauen and Fergus Imrie and Alicia Curth and Valentyn Melnychuk and Stefan Feuerriegel and Mihaela van der Schaar}, title = {A Neural Framework for Generalized Causal Sensitivity Analysis}, booktitle = {The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024}, publisher = {OpenReview.net}, year = {2024}, url = {https://openreview.net/forum?id=ikX6D1oM1c}, timestamp = {Wed, 07 Aug 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/iclr/FrauenICMFS24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iclr/HessMFF24, author = {Konstantin Hess and Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation}, booktitle = {The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024}, publisher = {OpenReview.net}, year = {2024}, url = {https://openreview.net/forum?id=uwO71a8wET}, timestamp = {Wed, 07 Aug 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/iclr/HessMFF24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iclr/MelnychukFF24, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation}, booktitle = {The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024}, publisher = {OpenReview.net}, year = {2024}, url = {https://openreview.net/forum?id=d3xKPQVjSc}, timestamp = {Mon, 29 Jul 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/iclr/MelnychukFF24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/FrauenMF24, author = {Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Fair Off-Policy Learning from Observational Data}, booktitle = {Forty-first International Conference on Machine Learning, {ICML} 2024, Vienna, Austria, July 21-27, 2024}, publisher = {OpenReview.net}, year = {2024}, url = {https://openreview.net/forum?id=poEPRuNvM3}, timestamp = {Mon, 02 Sep 2024 16:45:29 +0200}, biburl = {https://dblp.org/rec/conf/icml/FrauenMF24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2405-21012, author = {Konstantin Hess and Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, title = {G-Transformer for Conditional Average Potential Outcome Estimation over Time}, journal = {CoRR}, volume = {abs/2405.21012}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2405.21012}, doi = {10.48550/ARXIV.2405.21012}, eprinttype = {arXiv}, eprint = {2405.21012}, timestamp = {Mon, 24 Jun 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2405-21012.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2407-03094, author = {Maresa Schr{\"{o}}der and Dennis Frauen and Jonas Schweisthal and Konstantin Hess and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Conformal Prediction for Causal Effects of Continuous Treatments}, journal = {CoRR}, volume = {abs/2407.03094}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2407.03094}, doi = {10.48550/ARXIV.2407.03094}, eprinttype = {arXiv}, eprint = {2407.03094}, timestamp = {Wed, 07 Aug 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2407-03094.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aaai/FrauenHMF23, author = {Dennis Frauen and Tobias Hatt and Valentyn Melnychuk and Stefan Feuerriegel}, editor = {Brian Williams and Yiling Chen and Jennifer Neville}, title = {Estimating Average Causal Effects from Patient Trajectories}, booktitle = {Thirty-Seventh {AAAI} Conference on Artificial Intelligence, {AAAI} 2023, Thirty-Fifth Conference on Innovative Applications of Artificial Intelligence, {IAAI} 2023, Thirteenth Symposium on Educational Advances in Artificial Intelligence, {EAAI} 2023, Washington, DC, USA, February 7-14, 2023}, pages = {7586--7594}, publisher = {{AAAI} Press}, year = {2023}, url = {https://doi.org/10.1609/aaai.v37i6.25921}, doi = {10.1609/AAAI.V37I6.25921}, timestamp = {Mon, 04 Sep 2023 12:29:24 +0200}, biburl = {https://dblp.org/rec/conf/aaai/FrauenHMF23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/MelnychukFF23, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, editor = {Andreas Krause and Emma Brunskill and Kyunghyun Cho and Barbara Engelhardt and Sivan Sabato and Jonathan Scarlett}, title = {Normalizing Flows for Interventional Density Estimation}, booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July 2023, Honolulu, Hawaii, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {202}, pages = {24361--24397}, publisher = {{PMLR}}, year = {2023}, url = {https://proceedings.mlr.press/v202/melnychuk23a.html}, timestamp = {Mon, 28 Aug 2023 17:23:08 +0200}, biburl = {https://dblp.org/rec/conf/icml/MelnychukFF23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/FrauenMF23, author = {Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine}, title = {Sharp Bounds for Generalized Causal Sensitivity Analysis}, 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/7f8b8bc8ebac661c442c4dafd5d98c08-Abstract-Conference.html}, timestamp = {Fri, 01 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/FrauenMF23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/MelnychukFF23, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine}, title = {Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model}, 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/65cbe3e21ac62553111d9ecf7d60c18e-Abstract-Conference.html}, timestamp = {Fri, 01 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/MelnychukFF23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/SchweisthalFMF23, author = {Jonas Schweisthal and Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine}, title = {Reliable Off-Policy Learning for Dosage Combinations}, 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/d69103d7895f4e2083f24b664003d386-Abstract-Conference.html}, timestamp = {Fri, 01 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/SchweisthalFMF23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2303-08516, author = {Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Fair Off-Policy Learning from Observational Data}, journal = {CoRR}, volume = {abs/2303.08516}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2303.08516}, doi = {10.48550/ARXIV.2303.08516}, eprinttype = {arXiv}, eprint = {2303.08516}, timestamp = {Mon, 20 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2303-08516.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-16988, author = {Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Sharp Bounds for Generalized Causal Sensitivity Analysis}, journal = {CoRR}, volume = {abs/2305.16988}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.16988}, doi = {10.48550/ARXIV.2305.16988}, eprinttype = {arXiv}, eprint = {2305.16988}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-16988.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-19742, author = {Jonas Schweisthal and Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Reliable Off-Policy Learning for Dosage Combinations}, journal = {CoRR}, volume = {abs/2305.19742}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.19742}, doi = {10.48550/ARXIV.2305.19742}, eprinttype = {arXiv}, eprint = {2305.19742}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-19742.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-01424, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model}, journal = {CoRR}, volume = {abs/2306.01424}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.01424}, doi = {10.48550/ARXIV.2306.01424}, eprinttype = {arXiv}, eprint = {2306.01424}, timestamp = {Wed, 14 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-01424.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-17463, author = {Konstantin Hess and Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation}, journal = {CoRR}, volume = {abs/2310.17463}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.17463}, doi = {10.48550/ARXIV.2310.17463}, eprinttype = {arXiv}, eprint = {2310.17463}, timestamp = {Thu, 02 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-17463.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-17687, author = {Yuchen Ma and Dennis Frauen and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Counterfactual Fairness for Predictions using Generative Adversarial Networks}, journal = {CoRR}, volume = {abs/2310.17687}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.17687}, doi = {10.48550/ARXIV.2310.17687}, eprinttype = {arXiv}, eprint = {2310.17687}, timestamp = {Thu, 02 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-17687.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2311-11321, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation}, journal = {CoRR}, volume = {abs/2311.11321}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2311.11321}, doi = {10.48550/ARXIV.2311.11321}, eprinttype = {arXiv}, eprint = {2311.11321}, timestamp = {Thu, 23 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2311-11321.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2311-16026, author = {Dennis Frauen and Fergus Imrie and Alicia Curth and Valentyn Melnychuk and Stefan Feuerriegel and Mihaela van der Schaar}, title = {A Neural Framework for Generalized Causal Sensitivity Analysis}, journal = {CoRR}, volume = {abs/2311.16026}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2311.16026}, doi = {10.48550/ARXIV.2311.16026}, eprinttype = {arXiv}, eprint = {2311.16026}, timestamp = {Fri, 01 Dec 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2311-16026.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/MelnychukFF22, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, editor = {Kamalika Chaudhuri and Stefanie Jegelka and Le Song and Csaba Szepesv{\'{a}}ri and Gang Niu and Sivan Sabato}, title = {Causal Transformer for Estimating Counterfactual Outcomes}, booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July 2022, Baltimore, Maryland, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {162}, pages = {15293--15329}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v162/melnychuk22a.html}, timestamp = {Tue, 12 Jul 2022 17:36:52 +0200}, biburl = {https://dblp.org/rec/conf/icml/MelnychukFF22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2203-01228, author = {Dennis Frauen and Tobias Hatt and Valentyn Melnychuk and Stefan Feuerriegel}, title = {Estimating average causal effects from patient trajectories}, journal = {CoRR}, volume = {abs/2203.01228}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2203.01228}, doi = {10.48550/ARXIV.2203.01228}, eprinttype = {arXiv}, eprint = {2203.01228}, timestamp = {Wed, 16 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2203-01228.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2204-07258, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Causal Transformer for Estimating Counterfactual Outcomes}, journal = {CoRR}, volume = {abs/2204.07258}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2204.07258}, doi = {10.48550/ARXIV.2204.07258}, eprinttype = {arXiv}, eprint = {2204.07258}, timestamp = {Tue, 19 Apr 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2204-07258.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2209-06203, author = {Valentyn Melnychuk and Dennis Frauen and Stefan Feuerriegel}, title = {Normalizing Flows for Interventional Density Estimation}, journal = {CoRR}, volume = {abs/2209.06203}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2209.06203}, doi = {10.48550/ARXIV.2209.06203}, eprinttype = {arXiv}, eprint = {2209.06203}, timestamp = {Tue, 27 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2209-06203.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cikm/MelnychukFM020, author = {Valentyn Melnychuk and Evgeniy Faerman and Ilja Manakov and Thomas Seidl}, editor = {Stefan Conrad and Ilaria Tiddi}, title = {Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels}, booktitle = {Proceedings of the {CIKM} 2020 Workshops co-located with 29th {ACM} International Conference on Information and Knowledge Management {(CIKM} 2020), Galway, Ireland, October 19-23, 2020}, series = {{CEUR} Workshop Proceedings}, volume = {2699}, publisher = {CEUR-WS.org}, year = {2020}, url = {https://ceur-ws.org/Vol-2699/paper30.pdf}, timestamp = {Fri, 10 Mar 2023 16:22:32 +0100}, biburl = {https://dblp.org/rec/conf/cikm/MelnychukFM020.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ecir/BerrendorfFMT020, author = {Max Berrendorf and Evgeniy Faerman and Valentyn Melnychuk and Volker Tresp and Thomas Seidl}, editor = {Joemon M. Jose and Emine Yilmaz and Jo{\~{a}}o Magalh{\~{a}}es and Pablo Castells and Nicola Ferro and M{\'{a}}rio J. Silva and Fl{\'{a}}vio Martins}, title = {Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned}, booktitle = {Advances in Information Retrieval - 42nd European Conference on {IR} Research, {ECIR} 2020, Lisbon, Portugal, April 14-17, 2020, Proceedings, Part {II}}, series = {Lecture Notes in Computer Science}, volume = {12036}, pages = {3--11}, publisher = {Springer}, year = {2020}, url = {https://doi.org/10.1007/978-3-030-45442-5\_1}, doi = {10.1007/978-3-030-45442-5\_1}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ecir/BerrendorfFMT020.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2001-10883, author = {Diana Davletshina and Valentyn Melnychuk and Viet Tran and Hitansh Singla and Max Berrendorf and Evgeniy Faerman and Michael Fromm and Matthias Schubert}, title = {Unsupervised Anomaly Detection for X-Ray Images}, journal = {CoRR}, volume = {abs/2001.10883}, year = {2020}, url = {https://arxiv.org/abs/2001.10883}, eprinttype = {arXiv}, eprint = {2001.10883}, timestamp = {Tue, 20 Apr 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2001-10883.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2010-12316, author = {Valentyn Melnychuk and Evgeniy Faerman and Ilja Manakov and Thomas Seidl}, title = {Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels}, journal = {CoRR}, volume = {abs/2010.12316}, year = {2020}, url = {https://arxiv.org/abs/2010.12316}, eprinttype = {arXiv}, eprint = {2010.12316}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2010-12316.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1911-08342, author = {Max Berrendorf and Evgeniy Faerman and Valentyn Melnychuk and Volker Tresp and Thomas Seidl}, title = {Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned}, journal = {CoRR}, volume = {abs/1911.08342}, year = {2019}, url = {http://arxiv.org/abs/1911.08342}, eprinttype = {arXiv}, eprint = {1911.08342}, timestamp = {Sat, 23 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1911-08342.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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