An Information-Theoretic Framework for Feature Construction in Out-of-Distribution Detection

Sudeepta Mondal, Xinyi, Xie +2

We present a theory for the construction of out-of-distribution (OOD) detection features for neural networks. We introduce random features for OOD through a novel information-theor…