Multi-Sensitive Distributional Fairness: Joint Wasserstein Audits and Shapley Allocation

Agathe Fernandes Machado, Charlotte Jamotton, Arthur Charpentier

Fairness audits with several sensitive attributes are often performed one coordinate at a time. This can miss purely intersectional disparities: a score may be independent of each…