Understanding Instance-Level Impact of Fairness Constraints

Jialu Wang, Xin Eric Wang, Yang Liu

A variety of fairness constraints have been proposed in the literature to mitigate group-level statistical bias. Their impacts have been largely evaluated for different groups of p…