Why Out-of-Distribution detection experiments are not reliable - subtle experimental details muddle the OOD detector rankings

Kamil Szyc, Tomasz Walkowiak, Henryk Maciejewski. Why Out-of-Distribution detection experiments are not reliable - subtle experimental details muddle the OOD detector rankings. In Robin J. Evans 0002, Ilya Shpitser, editors, Uncertainty in Artificial Intelligence, UAI 2023, July 31 - 4 August 2023, Pittsburgh, PA, USA. Volume 216 of Proceedings of Machine Learning Research, pages 2078-2088, PMLR, 2023. [doi]

Abstract

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