Mysteries of the Deep: Role of Intermediate Representations in Out of Distribution Detection

I. M. De la Jara, C. Rodriguez-Opazo, D. Teney +2

Out-of-distribution (OOD) detection is essential for reliably deploying machine learning models in the wild. Yet, most methods treat large pre-trained models as monolithic encoders…