Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA

Sébastien Lachapelle, Pau Rodríguez, Yash Sharma, Katie Everett, Rémi Le Priol, Alexandre Lacoste, Simon Lacoste-Julien. Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA. In Bernhard Schölkopf, Caroline Uhler, Kun Zhang 0001, editors, 1st Conference on Causal Learning and Reasoning, CLeaR 2022, Sequoia Conference Center, Eureka, CA, USA, 11-13 April, 2022. Volume 177 of Proceedings of Machine Learning Research, pages 428-484, PMLR, 2022. [doi]

Authors

Sébastien Lachapelle

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Pau Rodríguez

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Yash Sharma

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Katie Everett

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Rémi Le Priol

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Alexandre Lacoste

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Simon Lacoste-Julien

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