Certifying Some Distributional Fairness with Subpopulation Decomposition

Mintong Kang, Linyi Li, Maurice Weber +3

Extensive efforts have been made to understand and improve the fairness of machine learning models based on observational metrics, especially in high-stakes domains such as medical…