BibTeX records: Jonas Peters

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@article{DBLP:journals/pami/SaengkyongamTPP23,
  author       = {Sorawit Saengkyongam and
                  Nikolaj Thams and
                  Jonas Peters and
                  Niklas Pfister},
  title        = {Invariant Policy Learning: {A} Causal Perspective},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {45},
  number       = {7},
  pages        = {8606--8620},
  year         = {2023},
  url          = {https://doi.org/10.1109/TPAMI.2022.3232363},
  doi          = {10.1109/TPAMI.2022.3232363},
  timestamp    = {Thu, 13 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pami/SaengkyongamTPP23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-00636,
  author       = {Frederik Hytting J{\o}rgensen and
                  Sebastian Weichwald and
                  Jonas Peters},
  title        = {Unfair Utilities and First Steps Towards Improving Them},
  journal      = {CoRR},
  volume       = {abs/2306.00636},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.00636},
  doi          = {10.48550/ARXIV.2306.00636},
  eprinttype    = {arXiv},
  eprint       = {2306.00636},
  timestamp    = {Wed, 14 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-00636.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-10983,
  author       = {Sorawit Saengkyongam and
                  Niklas Pfister and
                  Predrag V. Klasnja and
                  Susan A. Murphy and
                  Jonas Peters},
  title        = {Effect-Invariant Mechanisms for Policy Generalization},
  journal      = {CoRR},
  volume       = {abs/2306.10983},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.10983},
  doi          = {10.48550/ARXIV.2306.10983},
  eprinttype    = {arXiv},
  eprint       = {2306.10983},
  timestamp    = {Wed, 27 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-10983.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-04295,
  author       = {Sorawit Saengkyongam and
                  Elan Rosenfeld and
                  Pradeep Ravikumar and
                  Niklas Pfister and
                  Jonas Peters},
  title        = {Identifying Representations for Intervention Extrapolation},
  journal      = {CoRR},
  volume       = {abs/2310.04295},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.04295},
  doi          = {10.48550/ARXIV.2310.04295},
  eprinttype    = {arXiv},
  eprint       = {2310.04295},
  timestamp    = {Fri, 20 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-04295.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-05805,
  author       = {Nicola Gnecco and
                  Jonas Peters and
                  Sebastian Engelke and
                  Niklas Pfister},
  title        = {Boosted Control Functions},
  journal      = {CoRR},
  volume       = {abs/2310.05805},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.05805},
  doi          = {10.48550/ARXIV.2310.05805},
  eprinttype    = {arXiv},
  eprint       = {2310.05805},
  timestamp    = {Thu, 26 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-05805.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/JakobsenSBP22,
  author       = {Martin Emil Jakobsen and
                  Rajen Dinesh Shah and
                  Peter B{\"{u}}hlmann and
                  Jonas Peters},
  title        = {Structure Learning for Directed Trees},
  journal      = {J. Mach. Learn. Res.},
  volume       = {23},
  pages        = {159:1--159:97},
  year         = {2022},
  url          = {http://jmlr.org/papers/v23/21-1159.html},
  timestamp    = {Wed, 07 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/JakobsenSBP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/ChristiansenPJG22,
  author       = {Rune Christiansen and
                  Niklas Pfister and
                  Martin Emil Jakobsen and
                  Nicola Gnecco and
                  Jonas Peters},
  title        = {A Causal Framework for Distribution Generalization},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {44},
  number       = {10},
  pages        = {6614--6630},
  year         = {2022},
  url          = {https://doi.org/10.1109/TPAMI.2021.3094760},
  doi          = {10.1109/TPAMI.2021.3094760},
  timestamp    = {Thu, 22 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pami/ChristiansenPJG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MogensenTP22,
  author       = {Phillip B. Mogensen and
                  Nikolaj Thams and
                  Jonas Peters},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Invariant Ancestry Search},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {15832--15857},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/mogensen22a.html},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MogensenTP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SaengkyongamHPP22,
  author       = {Sorawit Saengkyongam and
                  Leonard Henckel and
                  Niklas Pfister and
                  Jonas Peters},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Exploiting Independent Instruments: Identification and Distribution
                  Generalization},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {18935--18958},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/saengkyongam22a.html},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/SaengkyongamHPP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/PfisterP22,
  author       = {Niklas Pfister and
                  Jonas Peters},
  editor       = {James Cussens and
                  Kun Zhang},
  title        = {Identifiability of sparse causal effects using instrumental variables},
  booktitle    = {Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth
                  Conference on Uncertainty in Artificial Intelligence, {UAI} 2022,
                  1-5 August 2022, Eindhoven, The Netherlands},
  series       = {Proceedings of Machine Learning Research},
  volume       = {180},
  pages        = {1613--1622},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v180/pfister22a.html},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/uai/PfisterP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/acm/22/PetersBP22,
  author       = {Jonas Peters and
                  Stefan Bauer and
                  Niklas Pfister},
  editor       = {Hector Geffner and
                  Rina Dechter and
                  Joseph Y. Halpern},
  title        = {Causal Models for Dynamical Systems},
  booktitle    = {Probabilistic and Causal Inference: The Works of Judea Pearl},
  series       = {{ACM} Books},
  volume       = {36},
  pages        = {671--690},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3501714.3501752},
  doi          = {10.1145/3501714.3501752},
  timestamp    = {Thu, 21 Sep 2023 16:25:10 +0200},
  biburl       = {https://dblp.org/rec/books/acm/22/PetersBP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-00913,
  author       = {Phillip B. Mogensen and
                  Nikolaj Thams and
                  Jonas Peters},
  title        = {Invariant Ancestry Search},
  journal      = {CoRR},
  volume       = {abs/2202.00913},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.00913},
  eprinttype    = {arXiv},
  eprint       = {2202.00913},
  timestamp    = {Thu, 10 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-00913.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-01864,
  author       = {Sorawit Saengkyongam and
                  Leonard Henckel and
                  Niklas Pfister and
                  Jonas Peters},
  title        = {Exploiting Independent Instruments: Identification and Distribution
                  Generalization},
  journal      = {CoRR},
  volume       = {abs/2202.01864},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.01864},
  eprinttype    = {arXiv},
  eprint       = {2202.01864},
  timestamp    = {Thu, 10 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-01864.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-06052,
  author       = {Sebastian Weichwald and
                  S{\o}ren Wengel Mogensen and
                  Tabitha Edith Lee and
                  Dominik Baumann and
                  Oliver Kroemer and
                  Isabelle Guyon and
                  Sebastian Trimpe and
                  Jonas Peters and
                  Niklas Pfister},
  title        = {Learning by Doing: Controlling a Dynamical System using Causality,
                  Control, and Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2202.06052},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.06052},
  eprinttype    = {arXiv},
  eprint       = {2202.06052},
  timestamp    = {Fri, 18 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-06052.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jocn/WeichwaldP21,
  author       = {Sebastian Weichwald and
                  Jonas Peters},
  title        = {Causality in Cognitive Neuroscience: Concepts, Challenges, and Distributional
                  Robustness},
  journal      = {J. Cogn. Neurosci.},
  volume       = {33},
  number       = {2},
  pages        = {226--247},
  year         = {2021},
  url          = {https://doi.org/10.1162/jocn\_a\_01623},
  doi          = {10.1162/JOCN\_A\_01623},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jocn/WeichwaldP21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/OberstTPS21,
  author       = {Michael Oberst and
                  Nikolaj Thams and
                  Jonas Peters and
                  David A. Sontag},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Regularizing towards Causal Invariance: Linear Models with Proxies},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {8260--8270},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/oberst21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/OberstTPS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WeichwaldMLBKGT21,
  author       = {Sebastian Weichwald and
                  S{\o}ren Wengel Mogensen and
                  Tabitha Edith Lee and
                  Dominik Baumann and
                  Oliver Kroemer and
                  Isabelle Guyon and
                  Sebastian Trimpe and
                  Jonas Peters and
                  Niklas Pfister},
  editor       = {Douwe Kiela and
                  Marco Ciccone and
                  Barbara Caputo},
  title        = {Learning by Doing: Controlling a Dynamical System using Causality,
                  Control, and Reinforcement Learning},
  booktitle    = {NeurIPS 2021 Competitions and Demonstrations Track, 6-14 December
                  2021, Online},
  series       = {Proceedings of Machine Learning Research},
  volume       = {176},
  pages        = {246--258},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {https://proceedings.mlr.press/v176/weichwald22a.html},
  timestamp    = {Thu, 11 Aug 2022 12:07:10 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/WeichwaldMLBKGT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-02477,
  author       = {Michael Oberst and
                  Nikolaj Thams and
                  Jonas Peters and
                  David A. Sontag},
  title        = {Regularizing towards Causal Invariance: Linear Models with Proxies},
  journal      = {CoRR},
  volume       = {abs/2103.02477},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.02477},
  eprinttype    = {arXiv},
  eprint       = {2103.02477},
  timestamp    = {Thu, 04 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-02477.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-00808,
  author       = {Sorawit Saengkyongam and
                  Nikolaj Thams and
                  Jonas Peters and
                  Niklas Pfister},
  title        = {Invariant Policy Learning: {A} Causal Perspective},
  journal      = {CoRR},
  volume       = {abs/2106.00808},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.00808},
  eprinttype    = {arXiv},
  eprint       = {2106.00808},
  timestamp    = {Wed, 09 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-00808.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-08871,
  author       = {Martin Emil Jakobsen and
                  Rajen Dinesh Shah and
                  Peter B{\"{u}}hlmann and
                  Jonas Peters},
  title        = {Structure Learning for Directed Trees},
  journal      = {CoRR},
  volume       = {abs/2108.08871},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.08871},
  eprinttype    = {arXiv},
  eprint       = {2108.08871},
  timestamp    = {Sat, 25 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-08871.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ChristiansenP20,
  author       = {Rune Christiansen and
                  Jonas Peters},
  title        = {Switching Regression Models and Causal Inference in the Presence of
                  Discrete Latent Variables},
  journal      = {J. Mach. Learn. Res.},
  volume       = {21},
  pages        = {41:1--41:46},
  year         = {2020},
  url          = {http://jmlr.org/papers/v21/19-407.html},
  timestamp    = {Thu, 18 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/ChristiansenP20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-03353,
  author       = {Martin Emil Jakobsen and
                  Jonas Peters},
  title        = {Distributional Robustness of K-class Estimators and the {PULSE}},
  journal      = {CoRR},
  volume       = {abs/2005.03353},
  year         = {2020},
  url          = {https://arxiv.org/abs/2005.03353},
  eprinttype    = {arXiv},
  eprint       = {2005.03353},
  timestamp    = {Sun, 10 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2005-03353.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/Rojas-CarullaST18,
  author       = {Mateo Rojas{-}Carulla and
                  Bernhard Sch{\"{o}}lkopf and
                  Richard E. Turner and
                  Jonas Peters},
  title        = {Invariant Models for Causal Transfer Learning},
  journal      = {J. Mach. Learn. Res.},
  volume       = {19},
  pages        = {36:1--36:34},
  year         = {2018},
  url          = {http://jmlr.org/papers/v19/16-432.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/Rojas-CarullaST18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-11776,
  author       = {Niklas Pfister and
                  Stefan Bauer and
                  Jonas Peters},
  title        = {Identifying Causal Structure in Large-Scale Kinetic Systems},
  journal      = {CoRR},
  volume       = {abs/1810.11776},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.11776},
  eprinttype    = {arXiv},
  eprint       = {1810.11776},
  timestamp    = {Thu, 01 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-11776.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MooijPJZS16,
  author       = {Joris M. Mooij and
                  Jonas Peters and
                  Dominik Janzing and
                  Jakob Zscheischler and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Distinguishing Cause from Effect Using Observational Data: Methods
                  and Benchmarks},
  journal      = {J. Mach. Learn. Res.},
  volume       = {17},
  pages        = {32:1--32:102},
  year         = {2016},
  url          = {http://jmlr.org/papers/v17/14-518.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MooijPJZS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pnas/ScholkopfHWFJSP16,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  David W. Hogg and
                  Dun Wang and
                  Daniel Foreman{-}Mackey and
                  Dominik Janzing and
                  Carl{-}Johann Simon{-}Gabriel and
                  Jonas Peters},
  title        = {Modeling confounding by half-sibling regression},
  journal      = {Proc. Natl. Acad. Sci. {USA}},
  volume       = {113},
  number       = {27},
  pages        = {7391--7398},
  year         = {2016},
  url          = {https://doi.org/10.1073/pnas.1511656113},
  doi          = {10.1073/PNAS.1511656113},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pnas/ScholkopfHWFJSP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BauerSP16,
  author       = {Stefan Bauer and
                  Bernhard Sch{\"{o}}lkopf and
                  Jonas Peters},
  editor       = {Maria{-}Florina Balcan and
                  Kilian Q. Weinberger},
  title        = {The Arrow of Time in Multivariate Time Series},
  booktitle    = {Proceedings of the 33nd International Conference on Machine Learning,
                  {ICML} 2016, New York City, NY, USA, June 19-24, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {48},
  pages        = {2043--2051},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v48/bauer16.html},
  timestamp    = {Wed, 29 May 2019 08:41:46 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BauerSP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BongersPSM16,
  author       = {Stephan Bongers and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf and
                  Joris M. Mooij},
  title        = {Structural Causal Models: Cycles, Marginalizations, Exogenous Reparametrizations
                  and Reductions},
  journal      = {CoRR},
  volume       = {abs/1611.06221},
  year         = {2016},
  url          = {http://arxiv.org/abs/1611.06221},
  eprinttype    = {arXiv},
  eprint       = {1611.06221},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BongersPSM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/PetersB15,
  author       = {Jonas Peters and
                  Peter B{\"{u}}hlmann},
  title        = {Structural Intervention Distance for Evaluating Causal Graphs},
  journal      = {Neural Comput.},
  volume       = {27},
  number       = {3},
  pages        = {771--799},
  year         = {2015},
  url          = {https://doi.org/10.1162/NECO\_a\_00708},
  doi          = {10.1162/NECO\_A\_00708},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/neco/PetersB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/ScholkopfMFHP15,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  Krikamol Muandet and
                  Kenji Fukumizu and
                  Stefan Harmeling and
                  Jonas Peters},
  title        = {Computing functions of random variables via reproducing kernel Hilbert
                  space representations},
  journal      = {Stat. Comput.},
  volume       = {25},
  number       = {4},
  pages        = {755--766},
  year         = {2015},
  url          = {https://doi.org/10.1007/s11222-015-9558-5},
  doi          = {10.1007/S11222-015-9558-5},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sac/ScholkopfMFHP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ScholkopfHWFJSP15,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  David W. Hogg and
                  Dun Wang and
                  Daniel Foreman{-}Mackey and
                  Dominik Janzing and
                  Carl{-}Johann Simon{-}Gabriel and
                  Jonas Peters},
  editor       = {Francis R. Bach and
                  David M. Blei},
  title        = {Removing systematic errors for exoplanet search via latent causes},
  booktitle    = {Proceedings of the 32nd International Conference on Machine Learning,
                  {ICML} 2015, Lille, France, 6-11 July 2015},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {37},
  pages        = {2218--2226},
  publisher    = {JMLR.org},
  year         = {2015},
  url          = {http://proceedings.mlr.press/v37/scholkopf15.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ScholkopfHWFJSP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RothenhauslerHP15,
  author       = {Dominik Rothenh{\"{a}}usler and
                  Christina Heinze and
                  Jonas Peters and
                  Nicolai Meinshausen},
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {{BACKSHIFT:} Learning causal cyclic graphs from unknown shift interventions},
  booktitle    = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  pages        = {1513--1521},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015/hash/92262bf907af914b95a0fc33c3f33bf6-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/RothenhauslerHP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/uai/2015aci,
  editor       = {Ricardo Silva and
                  Ilya Shpitser and
                  Robin J. Evans and
                  Jonas Peters and
                  Tom Claassen},
  title        = {Proceedings of the {UAI} 2015 Workshop on Advances in Causal Inference
                  co-located with the 31st Conference on Uncertainty in Artificial Intelligence
                  {(UAI} 2015), Amsterdam, The Netherlands, July 16, 2015},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1504},
  publisher    = {CEUR-WS.org},
  year         = {2015},
  url          = {https://ceur-ws.org/Vol-1504},
  urn          = {urn:nbn:de:0074-1504-0},
  timestamp    = {Fri, 18 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/uai/2015aci.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ScholkopfMFP15,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  Krikamol Muandet and
                  Kenji Fukumizu and
                  Jonas Peters},
  title        = {Computing Functions of Random Variables via Reproducing Kernel Hilbert
                  Space Representations},
  journal      = {CoRR},
  volume       = {abs/1501.06794},
  year         = {2015},
  url          = {http://arxiv.org/abs/1501.06794},
  eprinttype    = {arXiv},
  eprint       = {1501.06794},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ScholkopfMFP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ScholkopfHWFJSP15,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  David W. Hogg and
                  Dun Wang and
                  Daniel Foreman{-}Mackey and
                  Dominik Janzing and
                  Carl{-}Johann Simon{-}Gabriel and
                  Jonas Peters},
  title        = {Removing systematic errors for exoplanet search via latent causes},
  journal      = {CoRR},
  volume       = {abs/1505.03036},
  year         = {2015},
  url          = {http://arxiv.org/abs/1505.03036},
  eprinttype    = {arXiv},
  eprint       = {1505.03036},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ScholkopfHWFJSP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/PetersMJS14,
  author       = {Jonas Peters and
                  Joris M. Mooij and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Causal discovery with continuous additive noise models},
  journal      = {J. Mach. Learn. Res.},
  volume       = {15},
  number       = {1},
  pages        = {2009--2053},
  year         = {2014},
  url          = {https://dl.acm.org/doi/10.5555/2627435.2670315},
  doi          = {10.5555/2627435.2670315},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/PetersMJS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/uai/2014ci,
  editor       = {Joris M. Mooij and
                  Dominik Janzing and
                  Jonas Peters and
                  Tom Claassen and
                  Antti Hyttinen},
  title        = {Proceedings of the {UAI} 2014 Workshop Causal Inference: Learning
                  and Prediction co-located with 30th Conference on Uncertainty in Artificial
                  Intelligence {(UAI} 2014), Quebec City, Canada, July 27, 2014},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1274},
  publisher    = {CEUR-WS.org},
  year         = {2014},
  url          = {https://ceur-ws.org/Vol-1274},
  urn          = {urn:nbn:de:0074-1274-4},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/2014ci.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MooijPJZS14,
  author       = {Joris M. Mooij and
                  Jonas Peters and
                  Dominik Janzing and
                  Jakob Zscheischler and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Distinguishing cause from effect using observational data: methods
                  and benchmarks},
  journal      = {CoRR},
  volume       = {abs/1412.3773},
  year         = {2014},
  url          = {http://arxiv.org/abs/1412.3773},
  eprinttype    = {arXiv},
  eprint       = {1412.3773},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MooijPJZS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BottouPCCCPRSS13,
  author       = {L{\'{e}}on Bottou and
                  Jonas Peters and
                  Joaquin Qui{\~{n}}onero Candela and
                  Denis Xavier Charles and
                  Max Chickering and
                  Elon Portugaly and
                  Dipankar Ray and
                  Patrice Y. Simard and
                  Ed Snelson},
  title        = {Counterfactual reasoning and learning systems: the example of computational
                  advertising},
  journal      = {J. Mach. Learn. Res.},
  volume       = {14},
  number       = {1},
  pages        = {3207--3260},
  year         = {2013},
  url          = {https://dl.acm.org/doi/10.5555/2567709.2567766},
  doi          = {10.5555/2567709.2567766},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/BottouPCCCPRSS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/birthday/ScholkopfJPS0M13,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  Dominik Janzing and
                  Jonas Peters and
                  Eleni Sgouritsa and
                  Kun Zhang and
                  Joris M. Mooij},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  Zhiyuan Luo and
                  Vladimir Vovk},
  title        = {Semi-supervised Learning in Causal and Anticausal Settings},
  booktitle    = {Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik},
  pages        = {129--141},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-41136-6\_13},
  doi          = {10.1007/978-3-642-41136-6\_13},
  timestamp    = {Mon, 04 Apr 2022 16:00:14 +0200},
  biburl       = {https://dblp.org/rec/conf/birthday/ScholkopfJPS0M13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PetersJS13,
  author       = {Jonas Peters and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Christopher J. C. Burges and
                  L{\'{e}}on Bottou and
                  Zoubin Ghahramani and
                  Kilian Q. Weinberger},
  title        = {Causal Inference on Time Series using Restricted Structural Equation
                  Models},
  booktitle    = {Advances in Neural Information Processing Systems 26: 27th Annual
                  Conference on Neural Information Processing Systems 2013. Proceedings
                  of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
  pages        = {154--162},
  year         = {2013},
  url          = {https://proceedings.neurips.cc/paper/2013/hash/47d1e990583c9c67424d369f3414728e-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/PetersJS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/SgouritsaJPS13,
  author       = {Eleni Sgouritsa and
                  Dominik Janzing and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Ann E. Nicholson and
                  Padhraic Smyth},
  title        = {Identifying Finite Mixtures of Nonparametric Product Distributions
                  and Causal Inference of Confounders},
  booktitle    = {Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial
                  Intelligence, {UAI} 2013, Bellevue, WA, USA, August 11-15, 2013},
  publisher    = {{AUAI} Press},
  year         = {2013},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2417\&\#38;proceeding\_id=29},
  timestamp    = {Fri, 16 Jul 2021 16:15:58 +0200},
  biburl       = {https://dblp.org/rec/conf/uai/SgouritsaJPS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SgouritsaJPS13,
  author       = {Eleni Sgouritsa and
                  Dominik Janzing and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Identifying Finite Mixtures of Nonparametric Product Distributions
                  and Causal Inference of Confounders},
  journal      = {CoRR},
  volume       = {abs/1309.6860},
  year         = {2013},
  url          = {http://arxiv.org/abs/1309.6860},
  eprinttype    = {arXiv},
  eprint       = {1309.6860},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SgouritsaJPS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BuhlmannPE13,
  author       = {Peter B{\"{u}}hlmann and
                  Jonas Peters and
                  Jan Ernest},
  title        = {{CAM:} Causal Additive Models, high-dimensional order search and penalized
                  regression},
  journal      = {CoRR},
  volume       = {abs/1310.1533},
  year         = {2013},
  url          = {http://arxiv.org/abs/1310.1533},
  eprinttype    = {arXiv},
  eprint       = {1310.1533},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BuhlmannPE13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ScholkopfJPSZM12,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  Dominik Janzing and
                  Jonas Peters and
                  Eleni Sgouritsa and
                  Kun Zhang and
                  Joris M. Mooij},
  title        = {On causal and anticausal learning},
  booktitle    = {Proceedings of the 29th International Conference on Machine Learning,
                  {ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
  publisher    = {icml.cc / Omnipress},
  year         = {2012},
  url          = {http://icml.cc/2012/papers/625.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ScholkopfJPSZM12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1202-3737,
  author       = {Dominik Janzing and
                  Eleni Sgouritsa and
                  Oliver Stegle and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Detecting low-complexity unobserved causes},
  journal      = {CoRR},
  volume       = {abs/1202.3737},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.3737},
  eprinttype    = {arXiv},
  eprint       = {1202.3737},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-3737.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1202-3757,
  author       = {Jonas Peters and
                  Joris M. Mooij and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Identifiability of Causal Graphs using Functional Models},
  journal      = {CoRR},
  volume       = {abs/1202.3757},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.3757},
  eprinttype    = {arXiv},
  eprint       = {1202.3757},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-3757.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1202-3775,
  author       = {Kun Zhang and
                  Jonas Peters and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Kernel-based Conditional Independence Test and Application in Causal
                  Discovery},
  journal      = {CoRR},
  volume       = {abs/1202.3775},
  year         = {2012},
  url          = {http://arxiv.org/abs/1202.3775},
  eprinttype    = {arXiv},
  eprint       = {1202.3775},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1202-3775.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1205-2640,
  author       = {Dominik Janzing and
                  Jonas Peters and
                  Joris M. Mooij and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Identifying confounders using additive noise models},
  journal      = {CoRR},
  volume       = {abs/1205.2640},
  year         = {2012},
  url          = {http://arxiv.org/abs/1205.2640},
  eprinttype    = {arXiv},
  eprint       = {1205.2640},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1205-2640.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1207-5136,
  author       = {Jonas Peters and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Causal Inference on Time Series using Structural Equation Models},
  journal      = {CoRR},
  volume       = {abs/1207.5136},
  year         = {2012},
  url          = {http://arxiv.org/abs/1207.5136},
  eprinttype    = {arXiv},
  eprint       = {1207.5136},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1207-5136.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1209-2355,
  author       = {L{\'{e}}on Bottou and
                  Jonas Peters and
                  Joaquin Qui{\~{n}}onero Candela and
                  Denis Xavier Charles and
                  Max Chickering and
                  Elon Portugaly and
                  Dipankar Ray and
                  Patrice Y. Simard and
                  Ed Snelson},
  title        = {Counterfactual Reasoning and Learning Systems},
  journal      = {CoRR},
  volume       = {abs/1209.2355},
  year         = {2012},
  url          = {http://arxiv.org/abs/1209.2355},
  eprinttype    = {arXiv},
  eprint       = {1209.2355},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1209-2355.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/PetersJS11,
  author       = {Jonas Peters and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  title        = {Causal Inference on Discrete Data Using Additive Noise Models},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {33},
  number       = {12},
  pages        = {2436--2450},
  year         = {2011},
  url          = {https://doi.org/10.1109/TPAMI.2011.71},
  doi          = {10.1109/TPAMI.2011.71},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/PetersJS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/JanzingSSPS11,
  author       = {Dominik Janzing and
                  Eleni Sgouritsa and
                  Oliver Stegle and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {F{\'{a}}bio Gagliardi Cozman and
                  Avi Pfeffer},
  title        = {Detecting low-complexity unobserved causes},
  booktitle    = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty
                  in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011},
  pages        = {383--391},
  publisher    = {{AUAI} Press},
  year         = {2011},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2185\&\#38;proceeding\_id=27},
  timestamp    = {Wed, 03 Feb 2021 11:09:03 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/JanzingSSPS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/PetersMJS11,
  author       = {Jonas Peters and
                  Joris M. Mooij and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {F{\'{a}}bio Gagliardi Cozman and
                  Avi Pfeffer},
  title        = {Identifiability of Causal Graphs using Functional Models},
  booktitle    = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty
                  in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011},
  pages        = {589--598},
  publisher    = {{AUAI} Press},
  year         = {2011},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2216\&\#38;proceeding\_id=27},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/PetersMJS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/ZhangPJS11,
  author       = {Kun Zhang and
                  Jonas Peters and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {F{\'{a}}bio Gagliardi Cozman and
                  Avi Pfeffer},
  title        = {Kernel-based Conditional Independence Test and Application in Causal
                  Discovery},
  booktitle    = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty
                  in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011},
  pages        = {804--813},
  publisher    = {{AUAI} Press},
  year         = {2011},
  url          = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2233\&\#38;proceeding\_id=27},
  timestamp    = {Wed, 03 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/uai/ZhangPJS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1112-2738,
  author       = {Bernhard Sch{\"{o}}lkopf and
                  Dominik Janzing and
                  Jonas Peters and
                  Kun Zhang},
  title        = {Robust Learning via Cause-Effect Models},
  journal      = {CoRR},
  volume       = {abs/1112.2738},
  year         = {2011},
  url          = {http://arxiv.org/abs/1112.2738},
  eprinttype    = {arXiv},
  eprint       = {1112.2738},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1112-2738.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/PetersJS10,
  author       = {Jonas Peters and
                  Dominik Janzing and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Yee Whye Teh and
                  D. Mike Titterington},
  title        = {Identifying Cause and Effect on Discrete Data using Additive Noise
                  Models},
  booktitle    = {Proceedings of the Thirteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia,
                  Italy, May 13-15, 2010},
  series       = {{JMLR} Proceedings},
  volume       = {9},
  pages        = {597--604},
  publisher    = {JMLR.org},
  year         = {2010},
  url          = {http://proceedings.mlr.press/v9/peters10a.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/PetersJS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MooijJPS09,
  author       = {Joris M. Mooij and
                  Dominik Janzing and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Andrea Pohoreckyj Danyluk and
                  L{\'{e}}on Bottou and
                  Michael L. Littman},
  title        = {Regression by dependence minimization and its application to causal
                  inference in additive noise models},
  booktitle    = {Proceedings of the 26th Annual International Conference on Machine
                  Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {382},
  pages        = {745--752},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1553374.1553470},
  doi          = {10.1145/1553374.1553470},
  timestamp    = {Tue, 06 Nov 2018 16:58:29 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/MooijJPS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PetersJGS09,
  author       = {Jonas Peters and
                  Dominik Janzing and
                  Arthur Gretton and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Andrea Pohoreckyj Danyluk and
                  L{\'{e}}on Bottou and
                  Michael L. Littman},
  title        = {Detecting the direction of causal time series},
  booktitle    = {Proceedings of the 26th Annual International Conference on Machine
                  Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {382},
  pages        = {801--808},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1553374.1553477},
  doi          = {10.1145/1553374.1553477},
  timestamp    = {Sat, 05 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/PetersJGS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/JanzingPMS09,
  author       = {Dominik Janzing and
                  Jonas Peters and
                  Joris M. Mooij and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Jeff A. Bilmes and
                  Andrew Y. Ng},
  title        = {Identifying confounders using additive noise models},
  booktitle    = {{UAI} 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty
                  in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009},
  pages        = {249--257},
  publisher    = {{AUAI} Press},
  year         = {2009},
  url          = {https://www.auai.org/uai2009/papers/UAI2009\_0118\_d5787036a879b5fb06ab513f53eb06a7.pdf},
  timestamp    = {Tue, 25 Oct 2022 12:03:45 +0200},
  biburl       = {https://dblp.org/rec/conf/uai/JanzingPMS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gfkl/PetersJGS08,
  author       = {Jonas Peters and
                  Dominik Janzing and
                  Arthur Gretton and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Andreas Fink and
                  Berthold Lausen and
                  Wilfried Seidel and
                  Alfred Ultsch},
  title        = {Kernel Methods for Detecting the Direction of Time Series},
  booktitle    = {Advances in Data Analysis, Data Handling and Business Intelligence
                  - Proceedings of the 32nd Annual Conference of the Gesellschaft f{\"{u}}r
                  Klassifikation e.V., Joint Conference with the British Classification
                  Society {(BCS)} and the Dutch/Flemish Classification Society (VOC),
                  Helmut-Schmidt-University, Hamburg, July 16-18, 2008},
  series       = {Studies in Classification, Data Analysis, and Knowledge Organization},
  pages        = {57--66},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-642-01044-6\_5},
  doi          = {10.1007/978-3-642-01044-6\_5},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gfkl/PetersJGS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HoyerJMPS08,
  author       = {Patrik O. Hoyer and
                  Dominik Janzing and
                  Joris M. Mooij and
                  Jonas Peters and
                  Bernhard Sch{\"{o}}lkopf},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {Nonlinear causal discovery with additive noise models},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {689--696},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/f7664060cc52bc6f3d620bcedc94a4b6-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/HoyerJMPS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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