Causal Consistency of Structural Equation Models

4 July 2017

Paul Kishan Rubenstein

S. Weichwald

Stephan Bongers

Joris M. Mooij

Dominik Janzing

Moritz Grosse-Wentrup

Bernhard Schölkopf

CML

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Papers citing "Causal Consistency of Structural Equation Models"

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Title
Addressing pitfalls in implicit unobserved confounding synthesis using explicit block hierarchical ancestral sampling Xudong Sun Alex Markham Pratik Misra Carsten Marr CML 68 0 0 12 Mar 2025
What is causal about causal models and representations? Frederik Hytting Jørgensen Luigi Gresele S. Weichwald CML 105 0 0 31 Jan 2025
SSL Framework for Causal Inconsistency between Structures and Representations Hang Chen Xinyu Yang Keqing Du Wenya Wang 52 2 0 03 Jan 2025
Systems with Switching Causal Relations: A Meta-Causal Perspective Moritz Willig Tim Nelson Tobiasch Florian Peter Busch Jonas Seng D. Dhami Kristian Kersting CML 43 0 0 16 Oct 2024
What type of inference is planning? Miguel Lázaro-Gredilla Li Yang Ku Kevin P. Murphy Dileep George 21 2 0 25 Jun 2024
Causally Abstracted Multi-armed Bandits Fabio Massimo Zennaro Nicholas Bishop Joel Dyer Yorgos Felekis Anisoara Calinescu Michael Wooldridge Theodoros Damoulas 33 2 0 26 Apr 2024
Interventionally Consistent Surrogates for Agent-based Simulators Joel Dyer Nicholas Bishop Yorgos Felekis Fabio Massimo Zennaro Anisoara Calinescu Theodoros Damoulas Michael Wooldridge 19 6 0 18 Dec 2023
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 27 9 0 19 Nov 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions Julius von Kügelgen M. Besserve Wendong Liang Luigi Gresele Armin Kekić Elias Bareinboim David M. Blei Bernhard Schölkopf CML 18 56 0 01 Jun 2023
A Measure-Theoretic Axiomatisation of Causality Junhyung Park Simon Buchholz Bernhard Schölkopf Krikamol Muandet 38 5 0 19 May 2023
Causal Models with Constraints Sander Beckers J. Halpern Christopher R. Hitchcock CML 17 4 0 17 Jan 2023
Jointly Learning Consistent Causal Abstractions Over Multiple Interventional Distributions Fabio Massimo Zennaro Máté Drávucz G. Apachitei W. D. Widanage Theodoros Damoulas 31 12 0 14 Jan 2023
Causal Abstraction with Soft Interventions Riccardo Massidda Atticus Geiger Thomas F. Icard D. Bacciu 23 13 0 22 Nov 2022
Towards Computing an Optimal Abstraction for Structural Causal Models Fabio Massimo Zennaro P. Turrini Theodoros Damoulas 22 1 0 01 Aug 2022
Amortized Inference for Causal Structure Learning Lars Lorch Scott Sussex Jonas Rothfuss Andreas Krause Bernhard Schölkopf CML 26 60 0 25 May 2022
Abstracting Noisy Robot Programs Till Hofmann Vaishak Belle 11 2 0 07 Apr 2022
From Statistical to Causal Learning Bernhard Schölkopf Julius von Kügelgen CML 28 45 0 01 Apr 2022
Weakly supervised causal representation learning Johann Brehmer P. D. Haan Phillip Lippe Taco S. Cohen OOD CML 30 120 0 30 Mar 2022
Causal Inference Through the Structural Causal Marginal Problem Luigi Gresele Julius von Kügelgen Jonas M. Kubler Elke Kirschbaum Bernhard Schölkopf Dominik Janzing 25 19 0 02 Feb 2022
On the Equivalence of Causal Models: A Category-Theoretic Approach J. Otsuka H. Saigo 31 12 0 18 Jan 2022
Causal Modeling With Infinitely Many Variables Spencer James Peters Joseph Y. Halpern CML 22 10 0 16 Dec 2021
Inducing Causal Structure for Interpretable Neural Networks Atticus Geiger Zhengxuan Wu Hanson Lu J. Rozner Elisa Kreiss Thomas F. Icard Noah D. Goodman Christopher Potts CML OOD 21 70 0 01 Dec 2021
Compositional Abstraction Error and a Category of Causal Models E. F. Rischel S. Weichwald 6 26 0 29 Mar 2021
Causal Feature Learning for Utility-Maximizing Agents David Kinney David S. Watson 19 9 0 18 May 2020
Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values S. Weichwald M. E. Jakobsen Phillip B. Mogensen Lasse Petersen Nikolaj Thams Gherardo Varando CML AI4TS 19 25 0 21 Feb 2020
Algorithmic Recourse: from Counterfactual Explanations to Interventions Amir-Hossein Karimi Bernhard Schölkopf Isabel Valera CML 19 337 0 14 Feb 2020
Measurement Dependence Inducing Latent Causal Models Alex Markham Moritz Grosse-Wentrup CML 18 15 0 19 Oct 2019
Approximate Causal Abstraction Sander Beckers F. Eberhardt Joseph Y. Halpern 31 50 0 27 Jun 2019
Abstracting Causal Models Sander Beckers Joseph Y. Halpern 25 103 0 10 Dec 2018
Abstracting Probabilistic Models: A Logical Perspective Vaishak Belle 10 1 0 04 Oct 2018
Structural causal models for macro-variables in time-series Dominik Janzing Paul Kishan Rubenstein Bernhard Schölkopf CML 19 6 0 11 Apr 2018
From Ordinary Differential Equations to Structural Causal Models: the deterministic case Joris Mooij Dominik Janzing Bernhard Schölkopf 74 101 0 09 Aug 2014