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Neural Computation
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January 21, 2015
Structural intervention distance for evaluating causal graphs
Jonas Peters, Peter Bühlmann
Journal of Cognitive Neuroscience
|
August 20, 2020
Causality in Cognitive Neuroscience: Concepts, Challenges, and Distributional Robustness
Sebastian Weichwald, Jonas Peters
IEEE Transactions on Pattern Analysis and Machine Intelligence
|
April 6, 2011
Causal Inference on Discrete Data Using Additive Noise Models
Jonas 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 systems
Niklas Pfister, Stefan Bauer, Jonas Peters
IEEE Transactions on Pattern Analysis and Machine Intelligence
|
April 5, 2023
Invariant Policy Learning: A Causal Perspective
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, et al.
Journal of Machine Learning Research : JMLR
|
July 31, 2024
Effect-Invariant Mechanisms for Policy Generalization
Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, et al.
IEEE Transactions on Pattern Analysis and Machine Intelligence
|
July 7, 2021
A Causal Framework for Distribution Generalization
Rune Christiansen, Niklas Pfister, Martin Emil Jakobsen, et al.
Proceedings of the National Academy of Sciences of the United States of America
|
July 7, 2016
Methods for causal inference from gene perturbation experiments and validation
Nicolai Meinshausen, Alain Hauser, Joris M Mooij, et al.
Proceedings of the National Academy of Sciences of the United States of America
|
July 7, 2016
Modeling confounding by half-sibling regression
Bernhard Schölkopf, David W Hogg, Dun Wang, et al.
Nature Communications
|
June 16, 2019
Inferring causation from time series in Earth system sciences
Jakob Runge, Sebastian Bathiany, Erik Bollt, et al.
Page
of 2
Search research articles
Search
Showing results (1-10 of 11) with videos related to
Sort By:
Page
of 2
Neural Computation
|
January 21, 2015
Structural intervention distance for evaluating causal graphs
Jonas Peters, Peter Bühlmann
Journal of Cognitive Neuroscience
|
August 20, 2020
Causality in Cognitive Neuroscience: Concepts, Challenges, and Distributional Robustness
Sebastian Weichwald, Jonas Peters
IEEE Transactions on Pattern Analysis and Machine Intelligence
|
April 6, 2011
Causal Inference on Discrete Data Using Additive Noise Models
Jonas 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 systems
Niklas Pfister, Stefan Bauer, Jonas Peters
IEEE Transactions on Pattern Analysis and Machine Intelligence
|
April 5, 2023
Invariant Policy Learning: A Causal Perspective
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, et al.
Journal of Machine Learning Research : JMLR
|
July 31, 2024
Effect-Invariant Mechanisms for Policy Generalization
Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, et al.
IEEE Transactions on Pattern Analysis and Machine Intelligence
|
July 7, 2021
A Causal Framework for Distribution Generalization
Rune Christiansen, Niklas Pfister, Martin Emil Jakobsen, et al.
Proceedings of the National Academy of Sciences of the United States of America
|
July 7, 2016
Methods for causal inference from gene perturbation experiments and validation
Nicolai Meinshausen, Alain Hauser, Joris M Mooij, et al.
Proceedings of the National Academy of Sciences of the United States of America
|
July 7, 2016
Modeling confounding by half-sibling regression
Bernhard Schölkopf, David W Hogg, Dun Wang, et al.
Nature Communications
|
June 16, 2019
Inferring causation from time series in Earth system sciences
Jakob Runge, Sebastian Bathiany, Erik Bollt, et al.
Page
of 2