Black Loans Matter: Distributionally Robust Fairness for Fighting Subgroup Discrimination

Mark Weber, Mikhail Yurochkin, Sherif Botros +1

Algorithmic fairness in lending today relies on group fairness metrics for monitoring statistical parity across protected groups. This approach is vulnerable to subgroup discrimina…