A Robust Out-of-Distribution Detection Framework via Synergistic Smoothing

Maria Stoica, Abdelrahman Hekal, Alessio Lomuscio

Reliable out-of-distribution (OOD) detection is a critical requirement for the safe deployment of machine learning systems. Despite recent progress, state-of-the-art OOD detectors…