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stat.ML2026
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…
stat.ML2026
Fair regression under localized demographic parity constraints
Arthur Charpentier, Christophe Denis, Romuald Elie +2
Demographic parity (DP) is a widely used group fairness criterion requiring predictive distributions to be invariant across sensitive groups. While natural in classification, full…