Out-of-Distribution Detection with Likelihoods Assigned by Deep Generative Models Using Multimodal Prior Distributions

Ryo Kamoi, Kei Kobayashi. Out-of-Distribution Detection with Likelihoods Assigned by Deep Generative Models Using Multimodal Prior Distributions. In Huáscar Espinoza, José Hernández-Orallo, Xin Cynthia Chen, Seán S. ÓhÉigeartaigh, Xiaowei Huang 0001, Mauricio Castillo-Effen, Richard Mallah, John McDermid, editors, Proceedings of the Workshop on Artificial Intelligence Safety, co-located with 34th AAAI Conference on Artificial Intelligence, SafeAI@AAAI 2020, New York City, NY, USA, February 7, 2020. Volume 2560 of CEUR Workshop Proceedings, pages 113-116, CEUR-WS.org, 2020. [doi]

Abstract

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