$p$-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations

Adam Dziedzic, Stephan Rabanser, Mohammad Yaghini +3

The lack of well-calibrated confidence estimates makes neural networks inadequate in safety-critical domains such as autonomous driving or healthcare. In these settings, having the…