Noise-tolerant fair classification

Alexandre Louis Lamy, Ziyuan Zhong, Aditya Krishna Menon +1

Fairness-aware learning involves designing algorithms that do not discriminate with respect to some sensitive feature (e.g., race or gender). Existing work on the problem operates…