A Closer Look at the Learnability of Out-of-Distribution (OOD) Detection

Konstantin Garov, Kamalika Chaudhuri

Machine learning algorithms often encounter different or "out-of-distribution" (OOD) data at deployment time, and OOD detection is frequently employed to detect these examples. Whi…