Drainage: A Unifying Framework for Addressing Class Uncertainty

Yasser Taha, Grégoire Montavon, Nils Körber

Modern deep learning faces significant challenges with noisy labels, class ambiguity, as well as the need to robustly reject out-of-distribution or corrupted samples. In this work,…