Structural Causal Models: Cycles, Marginalizations, Exogenous Reparametrizations and Reductions. - Stephan Bongers; Jonas Peters; Bernhard Schölkopf; Joris M. Mooij (CoRR, 2016)

Causal Consistency of Structural Equation Models. - Paul K. Rubenstein; Sebastian Weichwald; Stephan Bongers; Joris M. Mooij; Dominik Janzing; Moritz Grosse-Wentrup; Bernhard Schölkopf (UAI, 2017)

Causal Transfer Learning. - Sara Magliacane; Thijs van Ommen; Tom Claassen; Stephan Bongers; Philip Versteeg; Joris M. Mooij (CoRR, 2017)

Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions. - Sara Magliacane; Thijs van Ommen; Tom Claassen; Stephan Bongers; Philip Versteeg; Joris M. Mooij (NeurIPS, 2018)

From Deterministic ODEs to Dynamic Structural Causal Models. - Paul K. Rubenstein; Stephan Bongers; Joris M. Mooij; Bernhard Schölkopf (UAI, 2018)

From Random Differential Equations to Structural Causal Models: the stochastic case. - Stephan Bongers; Joris M. Mooij (CoRR, 2018)

Beyond Structural Causal Models: Causal Constraints Models. - Tineke Blom; Stephan Bongers; Joris M. Mooij (UAI, 2019)

When Do Off-Policy and On-Policy Policy Gradient Methods Align? - Davide Mambelli; Stephan Bongers; Onno Zoeter; Matthijs T. J. Spaan; Frans A. Oliehoek (CoRR, 2024)

SimuDICE: Offline Policy Optimization Through World Model Updates and DICE Estimation. - Catalin E. Brita; Stephan Bongers; Frans A. Oliehoek (CoRR, 2024)