Provably Safeguarding a Classifier from OOD and Adversarial Samples: an Extreme Value Theory Approach

Nicolas Atienza, Christophe Labreuche, Johanne Cohen +1

This paper introduces a novel method, Sample-efficient Probabilistic Detection using Extreme Value Theory (SPADE), which transforms a classifier into an abstaining classifier, offe…