Out-of-Distribution Detection

Detect out-of-distribution inputs at inference time and decide what to do about them. Learn score-based methods (Mahalanobis, energy, ODIN), generative-model approaches, evaluation protocols (near-OOD vs far-OOD, OpenOOD benchmark), and the operational path from OOD signal to a concrete action (refuse, fall back, escalate).