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Journal of Cognitive Neuroscience|August 20, 2020
Causality in Cognitive Neuroscience: Concepts, Challenges, and Distributional RobustnessSebastian Weichwald, Jonas Peters
Bioinformatics (Oxford, England)|June 7, 2024
spillR: spillover compensation in mass cytometry dataMarco Guazzini, Alexander G Reisach, Sebastian Weichwald, et al.
Neuroimage|January 28, 2015
Causal interpretation rules for encoding and decoding models in neuroimagingSebastian Weichwald, Timm Meyer, Ozan Özdenizci, et al.
Plos One|June 30, 2017
Absence of EEG correlates of self-referential processing depth in ALSTatiana Fomina, Sebastian Weichwald, Matthis Synofzik, et al.
Neural Computation|January 21, 2015
Structural intervention distance for evaluating causal graphsJonas Peters, Peter Bühlmann
IEEE Transactions on Pattern Analysis and Machine Intelligence|April 6, 2011
Causal Inference on Discrete Data Using Additive Noise ModelsJonas Peters, Dominik Janzing, Bernhard Schölkopf
Proceedings of the National Academy of Sciences of the United States of America|November 29, 2019
Learning stable and predictive structures in kinetic systemsNiklas Pfister, Stefan Bauer, Jonas Peters
IEEE Transactions on Pattern Analysis and Machine Intelligence|April 5, 2023
Invariant Policy Learning: A Causal PerspectiveSorawit Saengkyongam, Nikolaj Thams, Jonas Peters, et al.
Journal of Machine Learning Research : JMLR|July 31, 2024
Effect-Invariant Mechanisms for Policy GeneralizationSorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, et al.
IEEE Transactions on Pattern Analysis and Machine Intelligence|July 7, 2021
A Causal Framework for Distribution GeneralizationRune Christiansen, Niklas Pfister, Martin Emil Jakobsen, et al.
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