VNDUQE: Information-Theoretic Novelty Detection using Deep Variational Information Bottleneck

Aryan Gondkar, Hayder Radha, Yiming Deng

Detecting out-of-distribution (OOD) samples is critical for safe deployment of neural networks in safety-critical applications. While maximum softmax probability (MSP) provides a s…