Bayesian OOD detection with aleatoric uncertainty and outlier exposure

Xi Wang, Laurence Aitchison

Typical Bayesian approaches to OOD detection use epistemic uncertainty. Surprisingly from the Bayesian perspective, there are a number of methods that successfully use aleatoric un…