Label noise

Deep Learning is Provably Robust to Symmetric Label Noise

L1-consistent DNNs can tolerate massive symmetric label noise up to the information-theoretic threshold.

Deep Learning with Label Noise: A Hierarchical Approach

We propose a simple hierarchical approach that makes deep learning models more robust against label noise.