1

SELFIE: Refurbishing Unclean Samples for Robust Deep Learning (ICML 2019)

Owing to the extremely high expressive power of deep neural networks, their side effect is to totally memorize training data even when the labels are extremely noisy. To overcome overfitting on the noisy labels, we propose a novel robust training …