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@inproceedings{DBLP:conf/clear2/00010XLPJ023,
author = {Hao Zou and
Haotian Wang and
Renzhe Xu and
Bo Li and
Jian Pei and
Ye Jun Jian and
Peng Cui},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Factual Observation Based Heterogeneity Learning for Counterfactual
Prediction},
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 = {350--370},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/zou23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/00010XLPJ023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/000123,
author = {Jose M. Pe{\~{n}}a},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Factorization of the Partial Covariance in Singly-Connected Path Diagrams},
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 = {814--849},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/pena23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/000123.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/0002D23,
author = {Haiying Huang and
Adnan Darwiche},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {An Algorithm and Complexity Results for Causal Unit Selection},
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 = {1--26},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/huang23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/0002D23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/0016MP23,
author = {Chi Zhang and
Karthika Mohan and
Judea Pearl},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Inference under Interference and Model Uncertainty},
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 = {371--385},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/zhang23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/0016MP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/BalashankarJS23,
author = {Ananth Balashankar and
Srikanth Jagabathula and
Lakshmi Subramanian},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Learning Conditional Granger Causal Temporal Networks},
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 = {692--706},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/balashankar23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/BalashankarJS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/BeckersHH23,
author = {Sander Beckers and
Joseph Y. Halpern and
Christopher Hitchcock},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Models with Constraints},
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 = {866--879},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/beckers23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/BeckersHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/CastriMHB23,
author = {Luca Castri and
Sariah Mghames and
Marc Hanheide and
Nicola Bellotto},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Enhancing Causal Discovery from Robot Sensor Data in Dynamic Scenarios},
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 = {243--258},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/castri23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/CastriMHB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/Cussens23,
author = {James Cussens},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Branch-Price-and-Cut for Causal Discovery},
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 = {642--661},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/cussens23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/Cussens23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/DiepenBHC23,
author = {Mirthe Maria Van Diepen and
Ioan Gabriel Bucur and
Tom Heskes and
Tom Claassen},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Beyond the Markov Equivalence Class: Extending Causal Discovery under
Latent Confounding},
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 = {707--725},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/diepen23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/DiepenBHC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/FigueiredoO23,
author = {M{\'{a}}rio A. T. Figueiredo and
Catarina A. Oliveira},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Distinguishing Cause from Effect on Categorical Data: The Uniform
Channel Model},
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 = {122--141},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/figueiredo23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/FigueiredoO23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/FujiwaraKKOIS23,
author = {Daigo Fujiwara and
Kazuki Koyama and
Keisuke Kiritoshi and
Tomomi Okawachi and
Tomonori Izumitani and
Shohei Shimizu},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Discovery for Non-stationary Non-linear Time Series Data Using
Just-In-Time Modeling},
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 = {880--894},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/fujiwara23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/FujiwaraKKOIS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/GoffrierMG23,
author = {Graham Van Goffrier and
Lucas Maystre and
Ciar{\'{a}}n Mark Gilligan{-}Lee},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Estimating long-term causal effects from short-term experiments and
long-term observational data with unobserved confounding},
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 = {791--813},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/goffrier23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/GoffrierMG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/GordonMRS23,
author = {Spencer L. Gordon and
Bijan Mazaheri and
Yuval Rabani and
Leonard J. Schulman},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Inference Despite Limited Global Confounding via Mixture Models},
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 = {574--601},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/gordon23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/GordonMRS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/GuptaCL23,
author = {Shantanu Gupta and
David Childers and
Zachary Chase Lipton},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Local Causal Discovery for Estimating Causal Effects},
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 = {408--447},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/gupta23b.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/GuptaCL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/GuptaRMGG23,
author = {Gunshi Gupta and
Tim G. J. Rudner and
Rowan Thomas McAllister and
Adrien Gaidon and
Yarin Gal},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Can Active Sampling Reduce Causal Confusion in Offline Reinforcement
Learning?},
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 = {386--407},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/gupta23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/GuptaRMGG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/HowardK23,
author = {Rhys Howard and
Lars Kunze},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Evaluating Temporal Observation-Based Causal Discovery Techniques
Applied to Road Driver Behaviour},
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 = {473--498},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/howard23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/HowardK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/HwangKSZL23,
author = {Inwoo Hwang and
Yunhyeok Kwak and
Yeon{-}Ji Song and
Byoung{-}Tak Zhang and
Sanghack Lee},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {On Discovery of Local Independence over Continuous Variables via Neural
Contextual Decomposition},
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 = {448--472},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/hwang23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/HwangKSZL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/JerzakJD23,
author = {Connor Thomas Jerzak and
Fredrik Daniel Johansson and
Adel Daoud},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Image-based Treatment Effect Heterogeneity},
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 = {531--552},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/jerzak23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/JerzakJD23.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/LiuA0HZSL23,
author = {Yuejiang Liu and
Alexandre Alahi and
Chris Russell and
Max Horn and
Dominik Zietlow and
Bernhard Sch{\"{o}}lkopf and
Francesco Locatello},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Triplet: An Open Challenge for Intervention-centric Causal
Representation Learning},
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 = {553--573},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/liu23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/LiuA0HZSL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/LopezTRCPR23,
author = {Romain Lopez and
Natasa Tagasovska and
Stephen Ra and
Kyunghyun Cho and
Jonathan K. Pritchard and
Aviv Regev},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Learning Causal Representations of Single Cells via Sparse Mechanism
Shift Modeling},
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 = {662--691},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/lopez23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/LopezTRCPR23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/LuttermannWL23,
author = {Malte Luttermann and
Marcel Wien{\"{o}}bst and
Maciej Liskiewicz},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Practical Algorithms for Orientations of Partially Directed Graphical
Models},
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 = {259--280},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/luttermann23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/LuttermannWL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/MassiddaGIB23,
author = {Riccardo Massidda and
Atticus Geiger and
Thomas Icard and
Davide Bacciu},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Abstraction with Soft Interventions},
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 = {68--87},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/massidda23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/MassiddaGIB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/Mogensen23,
author = {S{\o}ren Wengel Mogensen},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Instrumental Processes Using Integrated Covariances},
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 = {620--641},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/mogensen23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/Mogensen23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/MontagnaNR0L23,
author = {Francesco Montagna and
Nicoletta Noceti and
Lorenzo Rosasco and
Kun Zhang and
Francesco Locatello},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Discovery with Score Matching on Additive Models with Arbitrary
Noise},
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 = {726--751},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/montagna23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/MontagnaNR0L23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/MontagnaNR0L23a,
author = {Francesco Montagna and
Nicoletta Noceti and
Lorenzo Rosasco and
Kun Zhang and
Francesco Locatello},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Scalable Causal Discovery with Score Matching},
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 = {752--771},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/montagna23b.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/MontagnaNR0L23a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/NiemiroR23,
author = {Wojciech Niemiro and
Lukasz Rajkowski},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Local Dependence Graphs for Discrete Time Processes},
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 = {772--790},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/niemiro23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/NiemiroR23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/PadhZWKSK23,
author = {Kirtan Padh and
Jakob Zeitler and
David S. Watson and
Matt J. Kusner and
Ricardo Silva and
Niki Kilbertus},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Stochastic Causal Programming for Bounding Treatment Effects},
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 = {142--176},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/padh23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/PadhZWKSK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/SauterAF23,
author = {Andreas W. M. Sauter and
Erman Acar and
Vincent Fran{\c{c}}ois{-}Lavet},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {A Meta-Reinforcement Learning Algorithm for Causal Discovery},
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 = {602--619},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/sauter23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/SauterAF23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/ShouGSBB23,
author = {Xiao Shou and
Tian Gao and
Dharmashankar Subramanian and
Debarun Bhattacharjya and
Kristin P. Bennett},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Influence-Aware Attention for Multivariate Temporal Point Processes},
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 = {499--517},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/shou23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/ShouGSBB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/SolovyevaDAP23,
author = {Kseniya Solovyeva and
David Danks and
Mohammadsajad Abavisani and
Sergey M. Plis},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Causal Learning through Deliberate Undersampling},
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 = {518--530},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/solovyeva23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/SolovyevaDAP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/StroblL23,
author = {Eric V. Strobl and
Thomas A. Lasko},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Generalizing Clinical Trials with Convex Hulls},
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 = {197--221},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/strobl23a.html},
timestamp = {Tue, 10 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/StroblL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/StroblL23a,
author = {Eric V. Strobl and
Thomas A. Lasko},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Sample-Specific Root Causal Inference with Latent Variables},
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 = {895--915},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/strobl23b.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/StroblL23a.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/clear2/Umrawal23,
author = {Abhishek Kumar Umrawal},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Leveraging Causal Graphs for Blocking in Randomized Experiments},
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 = {222--242},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/umrawal23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/Umrawal23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/WildbergerG0S23,
author = {Jonas Bernhard Wildberger and
Siyuan Guo and
Arnab Bhattacharyya and
Bernhard Sch{\"{o}}lkopf},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {On the Interventional Kullback-Leibler Divergence},
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 = {328--349},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/wildberger23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/WildbergerG0S23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/YuDS23,
author = {Shiqing Yu and
Mathias Drton and
Ali Shojaie},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Directed Graphical Models and Causal Discovery for Zero-Inflated Data},
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 = {27--67},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/yu23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/YuDS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/ZeitlerVG23,
author = {Jakob Zeitler and
Athanasios Vlontzos and
Ciar{\'{a}}n Mark Gilligan{-}Lee},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Non-parametric identifiability and sensitivity analysis of synthetic
control models},
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 = {850--865},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/zeitler23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/ZeitlerVG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clear2/ZennaroDAWD23,
author = {Fabio Massimo Zennaro and
M{\'{a}}t{\'{e}} Dr{\'{a}}vucz and
Geanina Apachitei and
Widanalage Dhammika Widanage and
Theodoros Damoulas},
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {Jointly Learning Consistent Causal Abstractions Over Multiple Interventional
Distributions},
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 = {88--121},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/zennaro23a.html},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/ZennaroDAWD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/clear2/2023,
editor = {Mihaela van der Schaar and
Cheng Zhang and
Dominik Janzing},
title = {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},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v213/},
timestamp = {Thu, 24 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/clear2/2023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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