Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models

Paul Rolland, Volkan Cevher, Matthäus Kleindessner, Chris Russell 0001, Dominik Janzing, Bernhard Schölkopf, Francesco Locatello. Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 18741-18753, PMLR, 2022. [doi]

Abstract

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