Monotonicity regularization: Improved penalties and novel applications to disentangled representation learning and robust classification

Joao Monteiro, Mohamed Osama Ahmed, Hossein Hajimirsadeghi, Greg Mori. Monotonicity regularization: Improved penalties and novel applications to disentangled representation learning and robust classification. In James Cussens, Kun Zhang 0001, editors, Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, UAI 2022, 1-5 August 2022, Eindhoven, The Netherlands. Volume 180 of Proceedings of Machine Learning Research, pages 1381-1391, PMLR, 2022. [doi]

Abstract

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