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@article{DBLP:journals/mia/AoECLALADCFGPKF25,
  author       = {Yunke Ao and
                  Hooman Esfandiari and
                  Fabio Carrillo and
                  Christoph J. Laux and
                  Yarden As and
                  Ruixuan Li and
                  Kaat Van Assche and
                  Ayoob Davoodi and
                  Nicola Alessandro Cavalcanti and
                  Mazda Farshad and
                  Benjamin F. Grewe and
                  Emmanuel B. Vander Poorten and
                  Andreas Krause and
                  Philipp F{\"{u}}rnstahl},
  title        = {SafeRPlan: Safe deep reinforcement learning for intraoperative planning
                  of pedicle screw placement},
  journal      = {Medical Image Anal.},
  volume       = {99},
  pages        = {103345},
  year         = {2025},
  url          = {https://doi.org/10.1016/j.media.2024.103345},
  doi          = {10.1016/J.MEDIA.2024.103345},
  timestamp    = {Tue, 22 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mia/AoECLALADCFGPKF25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/YanALRSGS24,
  author       = {Peng Yan and
                  Ahmed Abdulkadir and
                  Paul{-}Philipp Luley and
                  Matthias Rosenthal and
                  Gerrit A. Schatte and
                  Benjamin F. Grewe and
                  Thilo Stadelmann},
  title        = {A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection
                  in Industrial Time Series: Methods, Applications, and Directions},
  journal      = {{IEEE} Access},
  volume       = {12},
  pages        = {3768--3789},
  year         = {2024},
  url          = {https://doi.org/10.1109/ACCESS.2023.3349132},
  doi          = {10.1109/ACCESS.2023.3349132},
  timestamp    = {Fri, 26 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/access/YanALRSGS24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/FrickAGGMZR24,
  author       = {Thomas Frick and
                  Diego Antognini and
                  Ioana Giurgiu and
                  Benjamin F. Grewe and
                  Cristiano Malossi and
                  Rong J. B. Zhu and
                  Mattia Rigotti},
  title        = {{MC} Layer Normalization for calibrated uncertainty in Deep Learning},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2024},
  year         = {2024},
  url          = {https://openreview.net/forum?id=bG3ICt3E0C},
  timestamp    = {Thu, 08 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/FrickAGGMZR24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sds2/TuggenerSTGS24,
  author       = {Lukas Tuggener and
                  Pascal Sager and
                  Yassine Taoudi{-}Benchekroun and
                  Benjamin F. Grewe and
                  Thilo Stadelmann},
  title        = {So you want your private {LLM} at home? {A} survey and benchmark of
                  methods for efficient GPTs},
  booktitle    = {11th {IEEE} Swiss Conference on Data Science, {SDS} 2024, Zurich,
                  Switzerland, May 30-31, 2024},
  pages        = {205--212},
  publisher    = {{IEEE}},
  year         = {2024},
  url          = {https://doi.org/10.1109/SDS60720.2024.00036},
  doi          = {10.1109/SDS60720.2024.00036},
  timestamp    = {Thu, 17 Oct 2024 16:13:27 +0200},
  biburl       = {https://dblp.org/rec/conf/sds2/TuggenerSTGS24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sds2/YanAASGS24,
  author       = {Peng Yan and
                  Ahmed Abdulkadir and
                  Giulia Aguzzi and
                  Gerrit A. Schatte and
                  Benjamin F. Grewe and
                  Thilo Stadelmann},
  title        = {Automated process monitoring in injection molding via representation
                  learning and setpoint regression},
  booktitle    = {11th {IEEE} Swiss Conference on Data Science, {SDS} 2024, Zurich,
                  Switzerland, May 30-31, 2024},
  pages        = {138--145},
  publisher    = {{IEEE}},
  year         = {2024},
  url          = {https://doi.org/10.1109/SDS60720.2024.00027},
  doi          = {10.1109/SDS60720.2024.00027},
  timestamp    = {Thu, 17 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sds2/YanAASGS24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-05650,
  author       = {Pascal Sager and
                  Jan Milan Deriu and
                  Benjamin F. Grewe and
                  Thilo Stadelmann and
                  Christoph von der Malsburg},
  title        = {The Dynamic Net Architecture: Learning Robust and Holistic Visual
                  Representations Through Self-Organizing Networks},
  journal      = {CoRR},
  volume       = {abs/2407.05650},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2407.05650},
  doi          = {10.48550/ARXIV.2407.05650},
  eprinttype    = {arXiv},
  eprint       = {2407.05650},
  timestamp    = {Mon, 12 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2407-05650.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-16611,
  author       = {Giulia Lanzillotta and
                  Sidak Pal Singh and
                  Benjamin F. Grewe and
                  Thomas Hofmann},
  title        = {Local vs Global continual learning},
  journal      = {CoRR},
  volume       = {abs/2407.16611},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2407.16611},
  doi          = {10.48550/ARXIV.2407.16611},
  eprinttype    = {arXiv},
  eprint       = {2407.16611},
  timestamp    = {Mon, 19 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2407-16611.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bc/LassigASG23,
  author       = {Francesco L{\"{a}}ssig and
                  Pau Vilimelis Aceituno and
                  Martino Sorbaro and
                  Benjamin F. Grewe},
  title        = {Bio-inspired, task-free continual learning through activity regularization},
  journal      = {Biol. Cybern.},
  volume       = {117},
  number       = {4},
  pages        = {345--361},
  year         = {2023},
  url          = {https://doi.org/10.1007/s00422-023-00973-w},
  doi          = {10.1007/S00422-023-00973-W},
  timestamp    = {Sat, 08 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bc/LassigASG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ficn/AceitunoFLG23,
  author       = {Pau Vilimelis Aceituno and
                  Matilde Tristany Farinha and
                  Reinhard Loidl and
                  Benjamin F. Grewe},
  title        = {Learning cortical hierarchies with temporal Hebbian updates},
  journal      = {Frontiers Comput. Neurosci.},
  volume       = {17},
  year         = {2023},
  url          = {https://doi.org/10.3389/fncom.2023.1136010},
  doi          = {10.3389/FNCOM.2023.1136010},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ficn/AceitunoFLG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/NavaKYKG23,
  author       = {Elvis Nava and
                  Seijin Kobayashi and
                  Yifei Yin and
                  Robert K. Katzschmann and
                  Benjamin F. Grewe},
  title        = {Meta-Learning via Classifier(-free) Diffusion Guidance},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023},
  url          = {https://openreview.net/forum?id=1irVjE7A3w},
  timestamp    = {Thu, 01 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/NavaKYKG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KeurtiPBGS23,
  author       = {Hamza Keurti and
                  Hsiao{-}Ru Pan and
                  Michel Besserve and
                  Benjamin F. Grewe and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Homomorphism AutoEncoder - Learning Group Structured Representations
                  from Observed Transitions},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {16190--16215},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/keurti23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KeurtiPBGS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-05354,
  author       = {Yunke Ao and
                  Hooman Esfandiari and
                  Fabio Carrillo and
                  Yarden As and
                  Mazda Farshad and
                  Benjamin F. Grewe and
                  Andreas Krause and
                  Philipp F{\"{u}}rnstahl},
  title        = {Safe Deep {RL} for Intraoperative Planning of Pedicle Screw Placement},
  journal      = {CoRR},
  volume       = {abs/2305.05354},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.05354},
  doi          = {10.48550/ARXIV.2305.05354},
  eprinttype    = {arXiv},
  eprint       = {2305.05354},
  timestamp    = {Mon, 15 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-05354.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-05638,
  author       = {Peng Yan and
                  Ahmed Abdulkadir and
                  Matthias Rosenthal and
                  Gerrit A. Schatte and
                  Benjamin F. Grewe and
                  Thilo Stadelmann},
  title        = {A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection
                  in Industrial Time Series: Methods, Applications, and Directions},
  journal      = {CoRR},
  volume       = {abs/2307.05638},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.05638},
  doi          = {10.48550/ARXIV.2307.05638},
  eprinttype    = {arXiv},
  eprint       = {2307.05638},
  timestamp    = {Tue, 07 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-05638.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-17348,
  author       = {Matilde Tristany Farinha and
                  Thomas Ortner and
                  Giorgia Dellaferrera and
                  Benjamin F. Grewe and
                  Angeliki Pantazi},
  title        = {Efficient Biologically Plausible Adversarial Training},
  journal      = {CoRR},
  volume       = {abs/2309.17348},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.17348},
  doi          = {10.48550/ARXIV.2309.17348},
  eprinttype    = {arXiv},
  eprint       = {2309.17348},
  timestamp    = {Tue, 07 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-17348.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-01165,
  author       = {Giulia Lanzillotta and
                  Sidak Pal Singh and
                  Benjamin F. Grewe and
                  Thomas Hofmann},
  title        = {Towards guarantees for parameter isolation in continual learning},
  journal      = {CoRR},
  volume       = {abs/2310.01165},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.01165},
  doi          = {10.48550/ARXIV.2310.01165},
  eprinttype    = {arXiv},
  eprint       = {2310.01165},
  timestamp    = {Sun, 06 Oct 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-01165.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/FrickARGGM22,
  author       = {Thomas Frick and
                  Diego Antognini and
                  Mattia Rigotti and
                  Ioana Giurgiu and
                  Benjamin F. Grewe and
                  Cristiano Malossi},
  editor       = {Leonid Karlinsky and
                  Tomer Michaeli and
                  Ko Nishino},
  title        = {Active Learning for Imbalanced Civil Infrastructure Data},
  booktitle    = {Computer Vision - {ECCV} 2022 Workshops - Tel Aviv, Israel, October
                  23-27, 2022, Proceedings, Part {VII}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13807},
  pages        = {283--298},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-25082-8\_19},
  doi          = {10.1007/978-3-031-25082-8\_19},
  timestamp    = {Thu, 16 Feb 2023 11:51:09 +0100},
  biburl       = {https://dblp.org/rec/conf/eccv/FrickARGGM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MeulemansFCSG22,
  author       = {Alexander Meulemans and
                  Matilde Tristany Farinha and
                  Maria R. Cervera and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Minimizing Control for Credit Assignment with Strong Feedback},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {15458--15483},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/meulemans22a.html},
  timestamp    = {Tue, 12 Jul 2022 17:36:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MeulemansFCSG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/NavaZM00GMK22,
  author       = {Elvis Nava and
                  John Z. Zhang and
                  Mike Yan Michelis and
                  Tao Du and
                  Pingchuan Ma and
                  Benjamin F. Grewe and
                  Wojciech Matusik and
                  Robert Kevin Katzschmann},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics
                  and Neural Network Hydrodynamic Models},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {16413--16427},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/nava22a.html},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/NavaZM00GMK22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-07249,
  author       = {Alexander Meulemans and
                  Matilde Tristany Farinha and
                  Maria R. Cervera and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  title        = {Minimizing Control for Credit Assignment with Strong Feedback},
  journal      = {CoRR},
  volume       = {abs/2204.07249},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.07249},
  doi          = {10.48550/ARXIV.2204.07249},
  eprinttype    = {arXiv},
  eprint       = {2204.07249},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-07249.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-12584,
  author       = {Elvis Nava and
                  John Z. Zhang and
                  Mike Yan Michelis and
                  Tao Du and
                  Pingchuan Ma and
                  Benjamin F. Grewe and
                  Wojciech Matusik and
                  Robert K. Katzschmann},
  title        = {Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics
                  and Neural Network Hydrodynamic Models},
  journal      = {CoRR},
  volume       = {abs/2204.12584},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.12584},
  doi          = {10.48550/ARXIV.2204.12584},
  eprinttype    = {arXiv},
  eprint       = {2204.12584},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-12584.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-00002,
  author       = {Christoph von der Malsburg and
                  Thilo Stadelmann and
                  Benjamin F. Grewe},
  title        = {A Theory of Natural Intelligence},
  journal      = {CoRR},
  volume       = {abs/2205.00002},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.00002},
  doi          = {10.48550/ARXIV.2205.00002},
  eprinttype    = {arXiv},
  eprint       = {2205.00002},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-00002.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-12067,
  author       = {Hamza Keurti and
                  Hsiao{-}Ru Pan and
                  Michel Besserve and
                  Benjamin F. Grewe and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Homomorphism Autoencoder - Learning Group Structured Representations
                  from Observed Transitions},
  journal      = {CoRR},
  volume       = {abs/2207.12067},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.12067},
  doi          = {10.48550/ARXIV.2207.12067},
  eprinttype    = {arXiv},
  eprint       = {2207.12067},
  timestamp    = {Mon, 01 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-12067.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-08942,
  author       = {Elvis Nava and
                  Seijin Kobayashi and
                  Yifei Yin and
                  Robert K. Katzschmann and
                  Benjamin F. Grewe},
  title        = {Meta-Learning via Classifier(-free) Guidance},
  journal      = {CoRR},
  volume       = {abs/2210.08942},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.08942},
  doi          = {10.48550/ARXIV.2210.08942},
  eprinttype    = {arXiv},
  eprint       = {2210.08942},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-08942.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-10586,
  author       = {Thomas Frick and
                  Diego Antognini and
                  Mattia Rigotti and
                  Ioana Giurgiu and
                  Benjamin F. Grewe and
                  Cristiano Malossi},
  title        = {Active Learning for Imbalanced Civil Infrastructure Data},
  journal      = {CoRR},
  volume       = {abs/2210.10586},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.10586},
  doi          = {10.48550/ARXIV.2210.10586},
  eprinttype    = {arXiv},
  eprint       = {2210.10586},
  timestamp    = {Tue, 25 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-10586.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-04316,
  author       = {Francesco L{\"{a}}ssig and
                  Pau Vilimelis Aceituno and
                  Martino Sorbaro and
                  Benjamin F. Grewe},
  title        = {Bio-Inspired, Task-Free Continual Learning through Activity Regularization},
  journal      = {CoRR},
  volume       = {abs/2212.04316},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.04316},
  doi          = {10.48550/ARXIV.2212.04316},
  eprinttype    = {arXiv},
  eprint       = {2212.04316},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-04316.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/EhretHCMOG21,
  author       = {Benjamin Ehret and
                  Christian Henning and
                  Maria R. Cervera and
                  Alexander Meulemans and
                  Johannes von Oswald and
                  Benjamin F. Grewe},
  title        = {Continual learning in recurrent neural networks},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=8xeBUgD8u9},
  timestamp    = {Wed, 23 Jun 2021 17:36:39 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/EhretHCMOG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/OswaldKSMHG21,
  author       = {Johannes von Oswald and
                  Seijin Kobayashi and
                  Jo{\~{a}}o Sacramento and
                  Alexander Meulemans and
                  Christian Henning and
                  Benjamin F. Grewe},
  title        = {Neural networks with late-phase weights},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=C0qJUx5dxFb},
  timestamp    = {Wed, 23 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/OswaldKSMHG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HenningCDOTEKGS21,
  author       = {Christian Henning and
                  Maria R. Cervera and
                  Francesco D'Angelo and
                  Johannes von Oswald and
                  Regina Traber and
                  Benjamin Ehret and
                  Seijin Kobayashi and
                  Benjamin F. Grewe and
                  Jo{\~{a}}o Sacramento},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Posterior Meta-Replay for Continual Learning},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {14135--14149},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/761b42cfff120aac30045f7a110d0256-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/HenningCDOTEKGS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MeulemansFOASG21,
  author       = {Alexander Meulemans and
                  Matilde Tristany Farinha and
                  Javier Garc{\'{\i}}a Ord{\'{o}}{\~{n}}ez and
                  Pau Vilimelis Aceituno and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Credit Assignment in Neural Networks through Deep Feedback Control},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {4674--4687},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/25048eb6a33209cb5a815bff0cf6887c-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MeulemansFOASG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-01133,
  author       = {Christian Henning and
                  Maria R. Cervera and
                  Francesco D'Angelo and
                  Johannes von Oswald and
                  Regina Traber and
                  Benjamin Ehret and
                  Seijin Kobayashi and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  title        = {Posterior Meta-Replay for Continual Learning},
  journal      = {CoRR},
  volume       = {abs/2103.01133},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.01133},
  eprinttype    = {arXiv},
  eprint       = {2103.01133},
  timestamp    = {Thu, 04 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-01133.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-07887,
  author       = {Alexander Meulemans and
                  Matilde Tristany Farinha and
                  Javier Garc{\'{\i}}a Ord{\'{o}}{\~{n}}ez and
                  Pau Vilimelis Aceituno and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  title        = {Credit Assignment in Neural Networks through Deep Feedback Control},
  journal      = {CoRR},
  volume       = {abs/2106.07887},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.07887},
  eprinttype    = {arXiv},
  eprint       = {2106.07887},
  timestamp    = {Tue, 29 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-07887.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-12248,
  author       = {Christian Henning and
                  Francesco D'Angelo and
                  Benjamin F. Grewe},
  title        = {Are Bayesian neural networks intrinsically good at out-of-distribution
                  detection?},
  journal      = {CoRR},
  volume       = {abs/2107.12248},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.12248},
  eprinttype    = {arXiv},
  eprint       = {2107.12248},
  timestamp    = {Fri, 30 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-12248.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-11763,
  author       = {Maria R. Cervera and
                  Rafael D{\"{a}}twyler and
                  Francesco D'Angelo and
                  Hamza Keurti and
                  Benjamin F. Grewe and
                  Christian Henning},
  title        = {Uncertainty estimation under model misspecification in neural network
                  regression},
  journal      = {CoRR},
  volume       = {abs/2111.11763},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.11763},
  eprinttype    = {arXiv},
  eprint       = {2111.11763},
  timestamp    = {Fri, 26 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-11763.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/OswaldHSG20,
  author       = {Johannes von Oswald and
                  Christian Henning and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  title        = {Continual learning with hypernetworks},
  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=SJgwNerKvB},
  timestamp    = {Thu, 07 May 2020 17:11:47 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/OswaldHSG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MeulemansCSSG20,
  author       = {Alexander Meulemans and
                  Francesco S. Carzaniga and
                  Johan A. K. Suykens and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {A Theoretical Framework for Target Propagation},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/e7a425c6ece20cbc9056f98699b53c6f-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MeulemansCSSG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-12109,
  author       = {Benjamin Ehret and
                  Christian Henning and
                  Maria R. Cervera and
                  Alexander Meulemans and
                  Johannes von Oswald and
                  Benjamin F. Grewe},
  title        = {Continual Learning in Recurrent Neural Networks with Hypernetworks},
  journal      = {CoRR},
  volume       = {abs/2006.12109},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.12109},
  eprinttype    = {arXiv},
  eprint       = {2006.12109},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-12109.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-14331,
  author       = {Alexander Meulemans and
                  Francesco S. Carzaniga and
                  Johan A. K. Suykens and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  title        = {A Theoretical Framework for Target Propagation},
  journal      = {CoRR},
  volume       = {abs/2006.14331},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.14331},
  eprinttype    = {arXiv},
  eprint       = {2006.14331},
  timestamp    = {Wed, 01 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-14331.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-12927,
  author       = {Jo{\~{a}}o Sacramento and
                  Johannes von Oswald and
                  Seijin Kobayashi and
                  Christian Henning and
                  Benjamin F. Grewe},
  title        = {Economical ensembles with hypernetworks},
  journal      = {CoRR},
  volume       = {abs/2007.12927},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.12927},
  eprinttype    = {arXiv},
  eprint       = {2007.12927},
  timestamp    = {Wed, 29 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-12927.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-00695,
  author       = {Johannes von Oswald and
                  Christian Henning and
                  Jo{\~{a}}o Sacramento and
                  Benjamin F. Grewe},
  title        = {Continual learning with hypernetworks},
  journal      = {CoRR},
  volume       = {abs/1906.00695},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.00695},
  eprinttype    = {arXiv},
  eprint       = {1906.00695},
  timestamp    = {Thu, 13 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-00695.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nature/ParkerMAWKGZLDE18,
  author       = {Jones G. Parker and
                  Jesse D. Marshall and
                  Biafra Ahanonu and
                  Yu{-}Wei Wu and
                  Tony Hyun Kim and
                  Benjamin F. Grewe and
                  Yanping Zhang and
                  Jin Zhong Li and
                  Jun B. Ding and
                  Michael D. Ehlers and
                  Mark J. Schnitzer},
  title        = {Diametric neural ensemble dynamics in parkinsonian and dyskinetic
                  states},
  journal      = {Nat.},
  volume       = {557},
  number       = {7704},
  pages        = {177--182},
  year         = {2018},
  url          = {https://doi.org/10.1038/s41586-018-0090-6},
  doi          = {10.1038/S41586-018-0090-6},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/nature/ParkerMAWKGZLDE18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nature/GreweGKLPMLJGLL17,
  author       = {Benjamin F. Grewe and
                  Jan Gr{\"{u}}ndemann and
                  Lacey J. Kitch and
                  J{\'{e}}r{\^{o}}me A. Lecoq and
                  Jones G. Parker and
                  Jesse D. Marshall and
                  Margaret C. Larkin and
                  Pablo E. Jercog and
                  Francois Grenier and
                  Jin Zhong Li and
                  Andreas L{\"{u}}thi and
                  Mark J. Schnitzer},
  title        = {Neural ensemble dynamics underlying a long-term associative memory},
  journal      = {Nat.},
  volume       = {543},
  number       = {7647},
  pages        = {670--675},
  year         = {2017},
  url          = {https://doi.org/10.1038/nature21682},
  doi          = {10.1038/NATURE21682},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/nature/GreweGKLPMLJGLL17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nature/RemediosKZGSA17,
  author       = {Ryan Remedios and
                  Ann Kennedy and
                  Moriel Zelikowsky and
                  Benjamin F. Grewe and
                  Mark J. Schnitzer and
                  David J. Anderson},
  title        = {Social behaviour shapes hypothalamic neural ensemble representations
                  of conspecific sex},
  journal      = {Nat.},
  volume       = {550},
  number       = {7676},
  pages        = {388--392},
  year         = {2017},
  url          = {https://doi.org/10.1038/nature23885},
  doi          = {10.1038/NATURE23885},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/nature/RemediosKZGSA17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}