A Bayesian Nonparametric Perspective on Mahalanobis Distance for Out of Distribution Detection

Randolph W. Linderman, Noah Cowan, Yiran Chen +1

Bayesian nonparametric methods are naturally suited to the problem of out-of-distribution (OOD) detection. However, these techniques have largely been eschewed in favor of simpler…