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 87 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 117 0 0 31 Mar 2025
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 203 12 0 28 Feb 2024
RODE-Net: Learning Ordinary Differential Equations with Randomness from Data Junyu Liu Zichao Long Ranran Wang Jie Sun Bin Dong 36 9 0 03 Jun 2020
Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles Joris M. Mooij Tom Claassen 58 42 0 01 May 2020
Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias Patrick Forré Joris M. Mooij CML 69 32 0 02 Jan 2019
Learning stable and predictive structures in kinetic systems: Benefits of a causal approach Niklas Pfister Stefan Bauer J. Peters CML 29 41 0 28 Oct 2018
Markov Properties for Graphical Models with Cycles and Latent Variables Patrick Forré Joris M. Mooij 54 73 0 24 Oct 2017
From Deterministic ODEs to Dynamic Structural Causal Models Paul Kishan Rubenstein Stephan Bongers Bernhard Schölkopf Joris M. Mooij 73 54 0 29 Aug 2016
From Ordinary Differential Equations to Structural Causal Models: the deterministic case Joris Mooij Dominik Janzing Bernhard Schölkopf 111 105 0 09 Aug 2014
Axiomatizing Causal Reasoning Joseph Y. Halpern LRM 120 314 0 07 Aug 2014
Causal interpretation of stochastic differential equations Alexander Sokol N. Hansen CML 139 50 0 31 Mar 2013
Dynamic Network Models for Forecasting P. Dagum Adam Galper Eric Horvitz AI4TS 115 230 0 13 Mar 2013
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 194 444 0 20 Feb 2013
Causal Reasoning in Graphical Time Series Models M. Eichler Vanessa Didelez CML AI4TS 72 63 0 20 Jun 2012
Discovering Cyclic Causal Models by Independent Components Analysis Gustavo Lacerda Peter Spirtes Joseph Ramsey P. Hoyer CML 104 187 0 13 Jun 2012
Learning Why Things Change: The Difference-Based Causality Learner M. Voortman D. Dash Marek J Druzdzel CML 86 41 0 15 Mar 2012
On Deducing Conditional Independence from d-Separation in Causal Graphs with Feedback (Research Note) Radford M. Neal CML 75 52 0 01 Jun 2011
Graphical models for marked point processes based on local independence Vanessa Didelez 110 165 0 31 Oct 2007