Causal Modeling of Dynamical Systems

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Causal Modeling of Dynamical Systems

23 March 2018

Stephan Bongers

Joris M. Mooij

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Papers citing "Causal Modeling of Dynamical Systems"

19 / 19 papers shown

Title
CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models Benjamin Herdeanu Juan Nathaniel Carla Roesch Jatan Buch Gregor Ramien Johannes Haux Pierre Gentine CML AI4CE 97 0 0 22 May 2025
When Counterfactual Reasoning Fails: Chaos and Real-World Complexity Yahya Aalaila Gerrit Großmann Sumantrak Mukherjee Jonas Wahl Sebastian Vollmer CML LRM 144 0 0 31 Mar 2025
Fine-Grained Causal Dynamics Learning with Quantization for Improving Robustness in Reinforcement Learning Inwoo Hwang Yunhyeok Kwak Suhyung Choi Byoung-Tak Zhang Sanghack Lee 110 1 0 05 Jun 2024
Dynamic Structural Causal Models Philip A. Boeken Joris M. Mooij 112 4 0 03 Jun 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten Cecilia Casolo E. Ferrucci Søren Wengel Mogensen C. Salvi Niki Kilbertus CML BDL 246 12 0 28 Feb 2024
A Dynamical View of the Question of Why Mehdi Fatemi Sindhu Gowda CML 76 1 0 14 Feb 2024
Modeling Latent Selection with Structural Causal Models Leihao Chen O. Zoeter Joris M. Mooij AI4CE CML 23 4 0 12 Jan 2024
Causal Optimal Transport of Abstractions Yorgos Felekis Fabio Massimo Zennaro Nicola Branchini Theodoros Damoulas CML OT 70 8 0 13 Dec 2023
Causal Modeling with Stationary Diffusions Lars Lorch Andreas Krause Bernhard Schölkopf DiffM 139 13 0 26 Oct 2023
Do Not Marginalize Mechanisms, Rather Consolidate! Moritz Willig Matej Zečević Devendra Singh Dhami Kristian Kersting 67 1 0 12 Oct 2023
Projecting infinite time series graphs to finite marginal graphs using number theory Andreas Gerhardus Jonas Wahl Sofia Faltenbacher Urmi Ninad Jakob Runge AI4TS 51 3 0 09 Oct 2023
A Measure-Theoretic Axiomatisation of Causality Junhyung Park Simon Buchholz Bernhard Schölkopf Krikamol Muandet 82 5 0 19 May 2023
Causal Discovery from Temporal Data: An Overview and New Perspectives Chang Gong Di Yao Chuzhe Zhang Wenbin Li Jingping Bi AI4TS CML 114 18 0 17 Mar 2023
Phenomenological Causality Dominik Janzing Sergio Hernan Garrido Mejia CML LRM 94 3 0 15 Nov 2022
Adjustment formulas for learning causal steady-state models from closed-loop operational data Kristian Lovland B. Grimstad Lars Imsland 75 0 0 10 Nov 2022
Towards a Grounded Theory of Causation for Embodied AI Taco S. Cohen CML 69 9 0 28 Jun 2022
Causal Structure Learning: a Combinatorial Perspective C. Squires Caroline Uhler CML 120 47 0 02 Jun 2022
Causality and independence in perfectly adapted dynamical systems Tineke Blom Joris M. Mooij CML 88 8 0 28 Jan 2021
Foundations of Structural Causal Models with Cycles and Latent Variables Stephan Bongers Patrick Forré J. Peters Joris M. Mooij 74 167 0 18 Nov 2016