On Last-Layer Algorithms for Classification: Decoupling Representation from Uncertainty Estimation

Nicolas Brosse, Carlos Riquelme, Alice Martin +2

Uncertainty quantification for deep learning is a challenging open problem. Bayesian statistics offer a mathematically grounded framework to reason about uncertainties; however, ap…