Dennis Ulmer, Giovanni Cinà. Know your limits: Uncertainty estimation with ReLU classifiers fails at reliable OOD detection. In Cassio P. de Campos, Marloes H. Maathuis, Erik Quaeghebeur, editors, Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, UAI 2021, Virtual Event, 27-30 July 2021. Volume 161 of Proceedings of Machine Learning Research, pages 1766-1776, AUAI Press, 2021. [doi]
Abstract is missing.