Publications

Invariant Ancestry Search

Published in Proceedings of Machine Learning Research (PMLR), 2022

Invariant Ancestry Search

Recommended citation: Phillip B Mogensen, Nikolaj Thams, Jonas Peters Proceedings of the 39th International Conference on Machine Learning, PMLR 162:15832-15857, 2022. https://proceedings.mlr.press/v162/mogensen22a/mogensen22a.pdf

Published in , 1900

Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values

Published in Proceedings of Machine Learning Research (PMLR), 2020

Causal structure learning in dynamical systems

Recommended citation: Weichwald, Sebastian, et al. "Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values." NeurIPS 2019 Competition and Demonstration Track. PMLR, 2020. http://proceedings.mlr.press/v123/weichwald20a/weichwald20a.pdf

Greedy Learning of Causal Structures in Additive Noise Models

Published in Journal 1, 2019

Causal structure learning in static systems

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