273 citations · 336 across the 5 of their papers we have counts for
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cs.LG2022★ 8 cited
Fairness-aware Model-agnostic Positive and Unlabeled Learning
Ziwei Wu, Jingrui He
With the increasing application of machine learning in high-stake decision-making problems, potential algorithmic bias towards people from certain social groups poses negative impa…
cs.LG2022★ 7 cited
FairIF: Boosting Fairness in Deep Learning via Influence Functions with Validation Set Sensitive Attributes
Haonan Wang, Ziwei Wu, Jingrui He
Most fair machine learning methods either highly rely on the sensitive information of the training samples or require a large modification on the target models, which hinders their…