Learning from Noisy Labels¶

Papers¶

Northcutt ICML’20 Confident Learning: Estimating Uncertainty in Dataset Labels
Northcutt NeurIPS’21 Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks

Learning from Noisy Labels¶

サーベイ論文: Learning from noisy labels with deep neural networks: A survey https://arxiv.org/abs/2007.08199
awesome: https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise

Learning from Noisy Labelsめちゃくちゃいっぱいある

_images/song20_f3.png

Northcutt20(confident learning) はサーベイ論文では触れられていない、2021の論文を見ていてもスルーしているものもある