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Top 4 robust-learning open source projects

AAAI 2021: Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise

✭ 21

python deep-neural-networks noisy-data label-noise noisy-labels robust-learning instance-dependent-noise

Active-Passive-Losses

[ICML2020] Normalized Loss Functions for Deep Learning with Noisy Labels

✭ 92

python shell deep-neural-networks deep-learning pytorch icml noisy-data label-noise noisy-labels unreliable-labels robust-learning icml-2020

Advances-in-Label-Noise-Learning

A curated (most recent) list of resources for Learning with Noisy Labels

✭ 360

deep-neural-networks deep-learning conference paper weakly-supervised-learning robustness international-conference noisy-data label-noise robust-machine-learning noisy-labels noisy-label-learning learning-with-noisy-labels unreliable-labels robust-learning learning-with-label-noise

WRENCH: Weak supeRvision bENCHmark

✭ 185

python nlp machine-learning deep-learning weak-supervision dataset benchmark-framework sequence-labeling weakly-supervised-learning data-programming robust-learning data-centric-ai

1-4 of 4 robust-learning projects