@article{DBLP:journals/tmlr/KladnyKSM24,
author = {Klaus{-}Rudolf Kladny and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Michael Muehlebach},
title = {Deep Backtracking Counterfactuals for Causally Compliant Explanations},
journal = {Trans. Mach. Learn. Res.},
volume = {2024},
year = {2024},
url = {https://openreview.net/forum?id=Br5esc2CXR},
timestamp = {Thu, 08 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/KladnyKSM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YaoXLMTMKL24,
author = {Dingling Yao and
Danru Xu and
S{\'{e}}bastien Lachapelle and
Sara Magliacane and
Perouz Taslakian and
Georg Martius and
Julius von K{\"{u}}gelgen and
Francesco Locatello},
title = {Multi-View Causal Representation Learning with Partial Observability},
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=OGtnhKQJms},
timestamp = {Mon, 29 Jul 2024 16:19:40 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YaoXLMTMKL24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XuYLTKLM24,
author = {Danru Xu and
Dingling Yao and
S{\'{e}}bastien Lachapelle and
Perouz Taslakian and
Julius von K{\"{u}}gelgen and
Francesco Locatello and
Sara Magliacane},
title = {A Sparsity Principle for Partially Observable Causal Representation
Learning},
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=MKGrRVODWR},
timestamp = {Mon, 02 Sep 2024 16:45:29 +0200},
biburl = {https://dblp.org/rec/conf/icml/XuYLTKLM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-08335,
author = {Danru Xu and
Dingling Yao and
S{\'{e}}bastien Lachapelle and
Perouz Taslakian and
Julius von K{\"{u}}gelgen and
Francesco Locatello and
Sara Magliacane},
title = {A Sparsity Principle for Partially Observable Causal Representation
Learning},
journal = {CoRR},
volume = {abs/2403.08335},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.08335},
doi = {10.48550/ARXIV.2403.08335},
eprinttype = {arXiv},
eprint = {2403.08335},
timestamp = {Fri, 05 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-08335.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-13371,
author = {Julius von K{\"{u}}gelgen},
title = {Identifiable Causal Representation Learning: Unsupervised, Multi-View,
and Multi-Environment},
journal = {CoRR},
volume = {abs/2406.13371},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.13371},
doi = {10.48550/ARXIV.2406.13371},
eprinttype = {arXiv},
eprint = {2406.13371},
timestamp = {Fri, 12 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-13371.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/LaumannKPSB23,
author = {Felix Laumann and
Julius von K{\"{u}}gelgen and
Junhyung Park and
Bernhard Sch{\"{o}}lkopf and
Mauricio Barahona},
title = {Kernel-Based Independence Tests for Causal Structure Learning on Functional
Data},
journal = {Entropy},
volume = {25},
number = {12},
pages = {1597},
year = {2023},
url = {https://doi.org/10.3390/e25121597},
doi = {10.3390/E25121597},
timestamp = {Sat, 13 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/entropy/LaumannKPSB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/patterns/KekicDGKPS23,
author = {Armin Kekic and
Jonas Dehning and
Luigi Gresele and
Julius von K{\"{u}}gelgen and
Viola Priesemann and
Bernhard Sch{\"{o}}lkopf},
title = {Evaluating vaccine allocation strategies using simulation-assisted
causal modeling},
journal = {Patterns},
volume = {4},
number = {6},
pages = {100739},
year = {2023},
url = {https://doi.org/10.1016/j.patter.2023.100739},
doi = {10.1016/J.PATTER.2023.100739},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/patterns/KekicDGKPS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/KugelgenMB23,
author = {Julius von K{\"{u}}gelgen and
Abdirisak Mohamed and
Sander Beckers},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Backtracking Counterfactuals},
booktitle = {Conference on Causal Learning and Reasoning, CLeaR 2023, 11-14 April
2023, Amazon Development Center, T{\"{u}}bingen, Germany, April 11-14,
2023},
series = {Proceedings of Machine Learning Research},
volume = {213},
pages = {177--196},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/kugelgen23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/KugelgenMB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/Tangemann0KLGBK23,
author = {Matthias Tangemann and
Steffen Schneider and
Julius von K{\"{u}}gelgen and
Francesco Locatello and
Peter Vincent Gehler and
Thomas Brox and
Matthias K{\"{u}}mmerer and
Matthias Bethge and
Bernhard Sch{\"{o}}lkopf},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Unsupervised Object Learning via Common Fate},
booktitle = {Conference on Causal Learning and Reasoning, CLeaR 2023, 11-14 April
2023, Amazon Development Center, T{\"{u}}bingen, Germany, April 11-14,
2023},
series = {Proceedings of Machine Learning Research},
volume = {213},
pages = {281--327},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/tangemann23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/Tangemann0KLGBK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/EastwoodNKKTDS23,
author = {Cian Eastwood and
Andrei Liviu Nicolicioiu and
Julius von K{\"{u}}gelgen and
Armin Kekic and
Frederik Tr{\"{a}}uble and
Andrea Dittadi and
Bernhard Sch{\"{o}}lkopf},
title = {{DCI-ES:} An Extended Disentanglement Framework with Connections to
Identifiability},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/forum?id=462z-gLgSht},
timestamp = {Wed, 24 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/EastwoodNKKTDS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BradyZ0SKB23,
author = {Jack Brady and
Roland S. Zimmermann and
Yash Sharma and
Bernhard Sch{\"{o}}lkopf and
Julius von K{\"{u}}gelgen and
Wieland Brendel},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Provably Learning Object-Centric Representations},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {3038--3062},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/brady23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/BradyZ0SKB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Eastwood0NPKS23,
author = {Cian Eastwood and
Shashank Singh and
Andrei Liviu Nicolicioiu and
Marin Vlastelica Pogancic and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Spuriosity Didn't Kill the Classifier: Using Invariant Predictions
to Harness Spurious Features},
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/3acbe9dc3a1e8d48a57b16e9aef91879-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Eastwood0NPKS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KugelgenBLGKBBS23,
author = {Julius von K{\"{u}}gelgen and
Michel Besserve and
Wendong Liang and
Luigi Gresele and
Armin Kekic and
Elias Bareinboim and
David M. Blei and
Bernhard Sch{\"{o}}lkopf},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Nonparametric Identifiability of Causal Representations from Unknown
Interventions},
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/97fe251c25b6f99a2a23b330a75b11d4-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KugelgenBLGKBBS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiangKKBBGS23,
author = {Wendong Liang and
Armin Kekic and
Julius von K{\"{u}}gelgen and
Simon Buchholz and
Michel Besserve and
Luigi Gresele and
Bernhard Sch{\"{o}}lkopf},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Causal Component 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/67089958e98b243d5cc1881ad60418b8-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LiangKKBBGS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/KladnyKSM23,
author = {Klaus{-}Rudolf Kladny and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Michael Muehlebach},
editor = {Robin J. Evans and
Ilya Shpitser},
title = {Causal effect estimation from observational and interventional data
through matrix weighted linear estimators},
booktitle = {Uncertainty in Artificial Intelligence, {UAI} 2023, July 31 - 4 August
2023, Pittsburgh, PA, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {216},
pages = {1087--1097},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v216/kladny23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/uai/KladnyKSM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-14229,
author = {Jack Brady and
Roland S. Zimmermann and
Yash Sharma and
Bernhard Sch{\"{o}}lkopf and
Julius von K{\"{u}}gelgen and
Wieland Brendel},
title = {Provably Learning Object-Centric Representations},
journal = {CoRR},
volume = {abs/2305.14229},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.14229},
doi = {10.48550/ARXIV.2305.14229},
eprinttype = {arXiv},
eprint = {2305.14229},
timestamp = {Mon, 05 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-14229.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-17225,
author = {Wendong Liang and
Armin Kekic and
Julius von K{\"{u}}gelgen and
Simon Buchholz and
Michel Besserve and
Luigi Gresele and
Bernhard Sch{\"{o}}lkopf},
title = {Causal Component Analysis},
journal = {CoRR},
volume = {abs/2305.17225},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.17225},
doi = {10.48550/ARXIV.2305.17225},
eprinttype = {arXiv},
eprint = {2305.17225},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-17225.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-00542,
author = {Julius von K{\"{u}}gelgen and
Michel Besserve and
Wendong Liang and
Luigi Gresele and
Armin Kekic and
Elias Bareinboim and
David M. Blei and
Bernhard Sch{\"{o}}lkopf},
title = {Nonparametric Identifiability of Causal Representations from Unknown
Interventions},
journal = {CoRR},
volume = {abs/2306.00542},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.00542},
doi = {10.48550/ARXIV.2306.00542},
eprinttype = {arXiv},
eprint = {2306.00542},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-00542.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-06002,
author = {Klaus{-}Rudolf Kladny and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Michael Muehlebach},
title = {Causal Effect Estimation from Observational and Interventional Data
Through Matrix Weighted Linear Estimators},
journal = {CoRR},
volume = {abs/2306.06002},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.06002},
doi = {10.48550/ARXIV.2306.06002},
eprinttype = {arXiv},
eprint = {2306.06002},
timestamp = {Wed, 14 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-06002.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-09933,
author = {Cian Eastwood and
Shashank Singh and
Andrei Liviu Nicolicioiu and
Marin Vlastelica and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf},
title = {Spuriosity Didn't Kill the Classifier: Using Invariant Predictions
to Harness Spurious Features},
journal = {CoRR},
volume = {abs/2307.09933},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.09933},
doi = {10.48550/ARXIV.2307.09933},
eprinttype = {arXiv},
eprint = {2307.09933},
timestamp = {Wed, 26 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-09933.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-07665,
author = {Klaus{-}Rudolf Kladny and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Michael Muehlebach},
title = {Deep Backtracking Counterfactuals for Causally Compliant Explanations},
journal = {CoRR},
volume = {abs/2310.07665},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.07665},
doi = {10.48550/ARXIV.2310.07665},
eprinttype = {arXiv},
eprint = {2310.07665},
timestamp = {Tue, 24 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-07665.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-04056,
author = {Dingling Yao and
Danru Xu and
S{\'{e}}bastien Lachapelle and
Sara Magliacane and
Perouz Taslakian and
Georg Martius and
Julius von K{\"{u}}gelgen and
Francesco Locatello},
title = {Multi-View Causal Representation Learning with Partial Observability},
journal = {CoRR},
volume = {abs/2311.04056},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.04056},
doi = {10.48550/ARXIV.2311.04056},
eprinttype = {arXiv},
eprint = {2311.04056},
timestamp = {Tue, 14 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-04056.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-08815,
author = {Cian Eastwood and
Julius von K{\"{u}}gelgen and
Linus Ericsson and
Diane Bouchacourt and
Pascal Vincent and
Bernhard Sch{\"{o}}lkopf and
Mark Ibrahim},
title = {Self-Supervised Disentanglement by Leveraging Structure in Data Augmentations},
journal = {CoRR},
volume = {abs/2311.08815},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.08815},
doi = {10.48550/ARXIV.2311.08815},
eprinttype = {arXiv},
eprint = {2311.08815},
timestamp = {Tue, 21 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-08815.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-13438,
author = {Shubhangi Ghosh and
Luigi Gresele and
Julius von K{\"{u}}gelgen and
Michel Besserve and
Bernhard Sch{\"{o}}lkopf},
title = {Independent Mechanism Analysis and the Manifold Hypothesis},
journal = {CoRR},
volume = {abs/2312.13438},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.13438},
doi = {10.48550/ARXIV.2312.13438},
eprinttype = {arXiv},
eprint = {2312.13438},
timestamp = {Wed, 10 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-13438.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KugelgenKBVWS22,
author = {Julius von K{\"{u}}gelgen and
Amir{-}Hossein Karimi and
Umang Bhatt and
Isabel Valera and
Adrian Weller and
Bernhard Sch{\"{o}}lkopf},
title = {On the Fairness of Causal Algorithmic Recourse},
booktitle = {Thirty-Sixth {AAAI} Conference on Artificial Intelligence, {AAAI}
2022, Thirty-Fourth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2022, The Twelveth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2022 Virtual Event, February 22
- March 1, 2022},
pages = {9584--9594},
publisher = {{AAAI} Press},
year = {2022},
url = {https://doi.org/10.1609/aaai.v36i9.21192},
doi = {10.1609/AAAI.V36I9.21192},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/KugelgenKBVWS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MakansiKLGJBS22,
author = {Osama Makansi and
Julius von K{\"{u}}gelgen and
Francesco Locatello and
Peter Vincent Gehler and
Dominik Janzing and
Thomas Brox and
Bernhard Sch{\"{o}}lkopf},
title = {You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory
Prediction},
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=POxF-LEqnF},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/MakansiKLGJBS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SchottKTG0BSLB22,
author = {Lukas Schott and
Julius von K{\"{u}}gelgen and
Frederik Tr{\"{a}}uble and
Peter Vincent Gehler and
Chris Russell and
Matthias Bethge and
Bernhard Sch{\"{o}}lkopf and
Francesco Locatello and
Wieland Brendel},
title = {Visual Representation Learning Does Not Generalize Strongly Within
the Same Domain},
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=9RUHPlladgh},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/SchottKTG0BSLB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GreseleKKKSJ22,
author = {Luigi Gresele and
Julius von K{\"{u}}gelgen and
Jonas M. K{\"{u}}bler and
Elke Kirschbaum and
Bernhard Sch{\"{o}}lkopf and
Dominik Janzing},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Causal Inference Through the Structural Causal Marginal Problem},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {7793--7824},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/gresele22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/GreseleKKKSJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/EastwoodR0KHPS22,
author = {Cian Eastwood and
Alexander Robey and
Shashank Singh and
Julius von K{\"{u}}gelgen and
Hamed Hassani and
George J. Pappas and
Bernhard Sch{\"{o}}lkopf},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Probable Domain Generalization via Quantile Risk Minimization},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/6f11132f6ecbbcafafdf6decfc98f7be-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/EastwoodR0KHPS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PerryKS22,
author = {Ronan Perry and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism
Shift Hypothesis},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/46a126492ea6fb87410e55a58df2e189-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/PerryKS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ReizingerGBKZSM22,
author = {Patrik Reizinger and
Luigi Gresele and
Jack Brady and
Julius von K{\"{u}}gelgen and
Dominik Zietlow and
Bernhard Sch{\"{o}}lkopf and
Georg Martius and
Wieland Brendel and
Michel Besserve},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Embrace the Gap: VAEs Perform Independent Mechanism Analysis},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/4eb91efe090f72f7cf42c69aab03fe85-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ReizingerGBKZSM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TothLKKPPK22,
author = {Christian Toth and
Lars Lorch and
Christian Knoll and
Andreas Krause and
Franz Pernkopf and
Robert Peharz and
Julius von K{\"{u}}gelgen},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Active Bayesian Causal Inference},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/675e371eeeea99551ce47797ed6ed33e-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TothLKKPPK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/KugelgenGS22,
author = {Julius von K{\"{u}}gelgen and
Luigi Gresele and
Bernhard Sch{\"{o}}lkopf},
title = {Age-stratified Covid-19 case fatality rates (CFRs): different countries
and longitudinal},
publisher = {{IEEE} DataPort},
year = {2022},
month = may,
howpublished = {\url{https://doi.org/10.21227/9rqb-h361}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.21227/9rqb-h361},
doi = {10.21227/9RQB-H361},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/KugelgenGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/ReizingerGBZKBMBS22,
author = {Patrik Reizinger and
Luigi Gresele and
Jack Brady and
Dominik Zietlow and
Julius von K{\"{u}}gelgen and
Michel Besserve and
Georg Martius and
Wieland Brendel and
Bernhard Sch{\"{o}}lkopf},
title = {ima-vae (Version 0.1.0)},
publisher = {Zenodo},
year = {2022},
month = jun,
howpublished = {\url{https://doi.org/10.5281/zenodo.6606841}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.5281/zenodo.6606841},
doi = {10.5281/ZENODO.6606841},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/ReizingerGBZKBMBS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-01300,
author = {Luigi Gresele and
Julius von K{\"{u}}gelgen and
Jonas M. K{\"{u}}bler and
Elke Kirschbaum and
Bernhard Sch{\"{o}}lkopf and
Dominik Janzing},
title = {Causal Inference Through the Structural Causal Marginal Problem},
journal = {CoRR},
volume = {abs/2202.01300},
year = {2022},
url = {https://arxiv.org/abs/2202.01300},
eprinttype = {arXiv},
eprint = {2202.01300},
timestamp = {Wed, 09 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-01300.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-06844,
author = {Shubhangi Ghosh and
Luigi Gresele and
Julius von K{\"{u}}gelgen and
Michel Besserve and
Bernhard Sch{\"{o}}lkopf},
title = {On Pitfalls of Identifiability in Unsupervised Learning. {A} Note
on: "Desiderata for Representation Learning: {A} Causal Perspective"},
journal = {CoRR},
volume = {abs/2202.06844},
year = {2022},
url = {https://arxiv.org/abs/2202.06844},
eprinttype = {arXiv},
eprint = {2202.06844},
timestamp = {Tue, 01 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-06844.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-00607,
author = {Bernhard Sch{\"{o}}lkopf and
Julius von K{\"{u}}gelgen},
title = {From Statistical to Causal Learning},
journal = {CoRR},
volume = {abs/2204.00607},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.00607},
doi = {10.48550/ARXIV.2204.00607},
eprinttype = {arXiv},
eprint = {2204.00607},
timestamp = {Wed, 06 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-00607.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-02013,
author = {Ronan Perry and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf},
title = {Causal Discovery in Heterogeneous Environments Under the Sparse Mechanism
Shift Hypothesis},
journal = {CoRR},
volume = {abs/2206.02013},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.02013},
doi = {10.48550/ARXIV.2206.02013},
eprinttype = {arXiv},
eprint = {2206.02013},
timestamp = {Mon, 13 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-02013.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-02063,
author = {Christian Toth and
Lars Lorch and
Christian Knoll and
Andreas Krause and
Franz Pernkopf and
Robert Peharz and
Julius von K{\"{u}}gelgen},
title = {Active Bayesian Causal Inference},
journal = {CoRR},
volume = {abs/2206.02063},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.02063},
doi = {10.48550/ARXIV.2206.02063},
eprinttype = {arXiv},
eprint = {2206.02063},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-02063.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-02416,
author = {Patrik Reizinger and
Luigi Gresele and
Jack Brady and
Julius von K{\"{u}}gelgen and
Dominik Zietlow and
Bernhard Sch{\"{o}}lkopf and
Georg Martius and
Wieland Brendel and
Michel Besserve},
title = {Embrace the Gap: VAEs Perform Independent Mechanism Analysis},
journal = {CoRR},
volume = {abs/2206.02416},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.02416},
doi = {10.48550/ARXIV.2206.02416},
eprinttype = {arXiv},
eprint = {2206.02416},
timestamp = {Wed, 15 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-02416.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-09944,
author = {Cian Eastwood and
Alexander Robey and
Shashank Singh and
Julius von K{\"{u}}gelgen and
Hamed Hassani and
George J. Pappas and
Bernhard Sch{\"{o}}lkopf},
title = {Probable Domain Generalization via Quantile Risk Minimization},
journal = {CoRR},
volume = {abs/2207.09944},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.09944},
doi = {10.48550/ARXIV.2207.09944},
eprinttype = {arXiv},
eprint = {2207.09944},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-09944.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-00364,
author = {Cian Eastwood and
Andrei Liviu Nicolicioiu and
Julius von K{\"{u}}gelgen and
Armin Kekic and
Frederik Tr{\"{a}}uble and
Andrea Dittadi and
Bernhard Sch{\"{o}}lkopf},
title = {{DCI-ES:} An Extended Disentanglement Framework with Connections to
Identifiability},
journal = {CoRR},
volume = {abs/2210.00364},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.00364},
doi = {10.48550/ARXIV.2210.00364},
eprinttype = {arXiv},
eprint = {2210.00364},
timestamp = {Fri, 07 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-00364.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-00472,
author = {Julius von K{\"{u}}gelgen and
Abdirisak Mohamed and
Sander Beckers},
title = {Backtracking Counterfactuals},
journal = {CoRR},
volume = {abs/2211.00472},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.00472},
doi = {10.48550/ARXIV.2211.00472},
eprinttype = {arXiv},
eprint = {2211.00472},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-00472.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-08498,
author = {Armin Kekic and
Jonas Dehning and
Luigi Gresele and
Julius von K{\"{u}}gelgen and
Viola Priesemann and
Bernhard Sch{\"{o}}lkopf},
title = {Evaluating vaccine allocation strategies using simulation-assisted
causal modelling},
journal = {CoRR},
volume = {abs/2212.08498},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.08498},
doi = {10.48550/ARXIV.2212.08498},
eprinttype = {arXiv},
eprint = {2212.08498},
timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-08498.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tai/KugelgenGS21,
author = {Julius von K{\"{u}}gelgen and
Luigi Gresele and
Bernhard Sch{\"{o}}lkopf},
title = {Simpson's Paradox in {COVID-19} Case Fatality Rates: {A} Mediation
Analysis of Age-Related Causal Effects},
journal = {{IEEE} Trans. Artif. Intell.},
volume = {2},
number = {1},
pages = {18--27},
year = {2021},
url = {https://doi.org/10.1109/TAI.2021.3073088},
doi = {10.1109/TAI.2021.3073088},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tai/KugelgenGS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/JinKNVKSS21,
author = {Zhijing Jin and
Julius von K{\"{u}}gelgen and
Jingwei Ni and
Tejas Vaidhya and
Ayush Kaushal and
Mrinmaya Sachan and
Bernhard Sch{\"{o}}lkopf},
editor = {Marie{-}Francine Moens and
Xuanjing Huang and
Lucia Specia and
Scott Wen{-}tau Yih},
title = {Causal Direction of Data Collection Matters: Implications of Causal
and Anticausal Learning for {NLP}},
booktitle = {Proceedings of the 2021 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2021, Virtual Event / Punta Cana, Dominican
Republic, 7-11 November, 2021},
pages = {9499--9513},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://doi.org/10.18653/v1/2021.emnlp-main.748},
doi = {10.18653/V1/2021.EMNLP-MAIN.748},
timestamp = {Wed, 13 Nov 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/JinKNVKSS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TraubleKKLSG21,
author = {Frederik Tr{\"{a}}uble and
Julius von K{\"{u}}gelgen and
Matth{\"{a}}us Kleindessner and
Francesco Locatello and
Bernhard Sch{\"{o}}lkopf and
Peter V. Gehler},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Backward-Compatible Prediction Updates: {A} Probabilistic Approach},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {116--128},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/012d9fe15b2493f21902cd55603382ec-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/TraubleKKLSG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KugelgenSGBSBL21,
author = {Julius von K{\"{u}}gelgen and
Yash Sharma and
Luigi Gresele and
Wieland Brendel and
Bernhard Sch{\"{o}}lkopf and
Michel Besserve and
Francesco Locatello},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Self-Supervised Learning with Data Augmentations Provably Isolates
Content from Style},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {16451--16467},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/8929c70f8d710e412d38da624b21c3c8-Abstract.html},
timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KugelgenSGBSBL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GreseleKSSB21,
author = {Luigi Gresele and
Julius von K{\"{u}}gelgen and
Vincent Stimper and
Bernhard Sch{\"{o}}lkopf and
Michel Besserve},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Independent mechanism analysis, a new concept?},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {28233--28248},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/edc27f139c3b4e4bb29d1cdbc45663f9-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/GreseleKSSB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-04619,
author = {Julius von K{\"{u}}gelgen and
Yash Sharma and
Luigi Gresele and
Wieland Brendel and
Bernhard Sch{\"{o}}lkopf and
Michel Besserve and
Francesco Locatello},
title = {Self-Supervised Learning with Data Augmentations Provably Isolates
Content from Style},
journal = {CoRR},
volume = {abs/2106.04619},
year = {2021},
url = {https://arxiv.org/abs/2106.04619},
eprinttype = {arXiv},
eprint = {2106.04619},
timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-04619.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-05200,
author = {Luigi Gresele and
Julius von K{\"{u}}gelgen and
Vincent Stimper and
Bernhard Sch{\"{o}}lkopf and
Michel Besserve},
title = {Independent mechanism analysis, a new concept?},
journal = {CoRR},
volume = {abs/2106.05200},
year = {2021},
url = {https://arxiv.org/abs/2106.05200},
eprinttype = {arXiv},
eprint = {2106.05200},
timestamp = {Wed, 16 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-05200.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-11849,
author = {Julius von K{\"{u}}gelgen and
Nikita Agarwal and
Jakob Zeitler and
Afsaneh Mastouri and
Bernhard Sch{\"{o}}lkopf},
title = {Algorithmic Recourse in Partially and Fully Confounded Settings Through
Bounding Counterfactual Effects},
journal = {CoRR},
volume = {abs/2106.11849},
year = {2021},
url = {https://arxiv.org/abs/2106.11849},
eprinttype = {arXiv},
eprint = {2106.11849},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-11849.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-01057,
author = {Frederik Tr{\"{a}}uble and
Julius von K{\"{u}}gelgen and
Matth{\"{a}}us Kleindessner and
Francesco Locatello and
Bernhard Sch{\"{o}}lkopf and
Peter V. Gehler},
title = {Backward-Compatible Prediction Updates: {A} Probabilistic Approach},
journal = {CoRR},
volume = {abs/2107.01057},
year = {2021},
url = {https://arxiv.org/abs/2107.01057},
eprinttype = {arXiv},
eprint = {2107.01057},
timestamp = {Wed, 07 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-01057.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-08221,
author = {Lukas Schott and
Julius von K{\"{u}}gelgen and
Frederik Tr{\"{a}}uble and
Peter V. Gehler and
Chris Russell and
Matthias Bethge and
Bernhard Sch{\"{o}}lkopf and
Francesco Locatello and
Wieland Brendel},
title = {Visual Representation Learning Does Not Generalize Strongly Within
the Same Domain},
journal = {CoRR},
volume = {abs/2107.08221},
year = {2021},
url = {https://arxiv.org/abs/2107.08221},
eprinttype = {arXiv},
eprint = {2107.08221},
timestamp = {Wed, 21 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-08221.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-03618,
author = {Zhijing Jin and
Julius von K{\"{u}}gelgen and
Jingwei Ni and
Tejas Vaidhya and
Ayush Kaushal and
Mrinmaya Sachan and
Bernhard Sch{\"{o}}lkopf},
title = {Causal Direction of Data Collection Matters: Implications of Causal
and Anticausal Learning for {NLP}},
journal = {CoRR},
volume = {abs/2110.03618},
year = {2021},
url = {https://arxiv.org/abs/2110.03618},
eprinttype = {arXiv},
eprint = {2110.03618},
timestamp = {Wed, 13 Nov 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-03618.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-05304,
author = {Osama Makansi and
Julius von K{\"{u}}gelgen and
Francesco Locatello and
Peter V. Gehler and
Dominik Janzing and
Thomas Brox and
Bernhard Sch{\"{o}}lkopf},
title = {You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory
Prediction},
journal = {CoRR},
volume = {abs/2110.05304},
year = {2021},
url = {https://arxiv.org/abs/2110.05304},
eprinttype = {arXiv},
eprint = {2110.05304},
timestamp = {Thu, 21 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-05304.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-06562,
author = {Matthias Tangemann and
Steffen Schneider and
Julius von K{\"{u}}gelgen and
Francesco Locatello and
Peter V. Gehler and
Thomas Brox and
Matthias K{\"{u}}mmerer and
Matthias Bethge and
Bernhard Sch{\"{o}}lkopf},
title = {Unsupervised Object Learning via Common Fate},
journal = {CoRR},
volume = {abs/2110.06562},
year = {2021},
url = {https://arxiv.org/abs/2110.06562},
eprinttype = {arXiv},
eprint = {2110.06562},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-06562.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/BertauxKMS20,
author = {Fran{\c{c}}ois Bertaux and
Julius von K{\"{u}}gelgen and
Samuel Marguerat and
Vahid Shahrezaei},
title = {A bacterial size law revealed by a coarse-grained model of cell physiology},
journal = {PLoS Comput. Biol.},
volume = {16},
number = {9},
year = {2020},
url = {https://doi.org/10.1371/journal.pcbi.1008245},
doi = {10.1371/JOURNAL.PCBI.1008245},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/BertauxKMS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KarimiKSV20,
author = {Amir{-}Hossein Karimi and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Isabel Valera},
editor = {Andreas Holzinger and
Randy Goebel and
Ruth Fong and
Taesup Moon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Towards Causal Algorithmic Recourse},
booktitle = {xxAI - Beyond Explainable {AI} - International Workshop, Held in Conjunction
with {ICML} 2020, July 18, 2020, Vienna, Austria, Revised and Extended
Papers},
series = {Lecture Notes in Computer Science},
volume = {13200},
pages = {139--166},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-031-04083-2\_8},
doi = {10.1007/978-3-031-04083-2\_8},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/KarimiKSV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KarimiKSV20,
author = {Amir{-}Hossein Karimi and
Bodo Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Isabel Valera},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Algorithmic recourse under imperfect causal knowledge: a probabilistic
approach},
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/02a3c7fb3f489288ae6942498498db20-Abstract.html},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/KarimiKSV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/KugelgenMLS20,
author = {Julius von K{\"{u}}gelgen and
Alexander Mey and
Marco Loog and
Bernhard Sch{\"{o}}lkopf},
editor = {Ryan P. Adams and
Vibhav Gogate},
title = {Semi-supervised learning, causality, and the conditional cluster assumption},
booktitle = {Proceedings of the Thirty-Sixth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2020, virtual online, August 3-6, 2020},
series = {Proceedings of Machine Learning Research},
volume = {124},
pages = {1--10},
publisher = {{AUAI} Press},
year = {2020},
url = {http://proceedings.mlr.press/v124/kugelgen20a.html},
timestamp = {Tue, 07 May 2024 20:09:01 +0200},
biburl = {https://dblp.org/rec/conf/uai/KugelgenMLS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-12906,
author = {Julius von K{\"{u}}gelgen and
Ivan Ustyuzhaninov and
Peter V. Gehler and
Matthias Bethge and
Bernhard Sch{\"{o}}lkopf},
title = {Towards causal generative scene models via competition of experts},
journal = {CoRR},
volume = {abs/2004.12906},
year = {2020},
url = {https://arxiv.org/abs/2004.12906},
eprinttype = {arXiv},
eprint = {2004.12906},
timestamp = {Wed, 29 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-12906.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-06831,
author = {Amir{-}Hossein Karimi and
Julius von K{\"{u}}gelgen and
Bernhard Sch{\"{o}}lkopf and
Isabel Valera},
title = {Algorithmic recourse under imperfect causal knowledge: a probabilistic
approach},
journal = {CoRR},
volume = {abs/2006.06831},
year = {2020},
url = {https://arxiv.org/abs/2006.06831},
eprinttype = {arXiv},
eprint = {2006.06831},
timestamp = {Wed, 17 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-06831.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-06529,
author = {Julius von K{\"{u}}gelgen and
Umang Bhatt and
Amir{-}Hossein Karimi and
Isabel Valera and
Adrian Weller and
Bernhard Sch{\"{o}}lkopf},
title = {On the Fairness of Causal Algorithmic Recourse},
journal = {CoRR},
volume = {abs/2010.06529},
year = {2020},
url = {https://arxiv.org/abs/2010.06529},
eprinttype = {arXiv},
eprint = {2010.06529},
timestamp = {Tue, 20 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-06529.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KugelgenML19,
author = {Julius von K{\"{u}}gelgen and
Alexander Mey and
Marco Loog},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Semi-Generative Modelling: Covariate-Shift Adaptation with Cause and
Effect Features},
booktitle = {The 22nd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
series = {Proceedings of Machine Learning Research},
volume = {89},
pages = {1361--1369},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/kugelgen19a.html},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KugelgenML19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-12081,
author = {Julius von K{\"{u}}gelgen and
Marco Loog and
Alexander Mey and
Bernhard Sch{\"{o}}lkopf},
title = {Semi-Supervised Learning, Causality and the Conditional Cluster Assumption},
journal = {CoRR},
volume = {abs/1905.12081},
year = {2019},
url = {http://arxiv.org/abs/1905.12081},
eprinttype = {arXiv},
eprint = {1905.12081},
timestamp = {Mon, 03 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-12081.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-03962,
author = {Julius von K{\"{u}}gelgen and
Paul K. Rubenstein and
Bernhard Sch{\"{o}}lkopf and
Adrian Weller},
title = {Optimal experimental design via Bayesian optimization: active causal
structure learning for Gaussian process networks},
journal = {CoRR},
volume = {abs/1910.03962},
year = {2019},
url = {http://arxiv.org/abs/1910.03962},
eprinttype = {arXiv},
eprint = {1910.03962},
timestamp = {Wed, 16 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-03962.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-07879,
author = {Julius von K{\"{u}}gelgen and
Alexander Mey and
Marco Loog},
title = {Semi-Generative Modelling: Domain Adaptation with Cause and Effect
Features},
journal = {CoRR},
volume = {abs/1807.07879},
year = {2018},
url = {http://arxiv.org/abs/1807.07879},
eprinttype = {arXiv},
eprint = {1807.07879},
timestamp = {Mon, 03 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-07879.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
