Multi-Sensitive Distributional Fairness: Joint Wasserstein Audits and Shapley Allocation
arXiv:2610.19252v1 Announce Type: new Abstract: 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 sensitive coordinate while depending on their joint profile. We study d…
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- 2026-10-15 04:00 · arXiv stat.ML
Multi-Sensitive Distributional Fairness: Joint Wasserstein Audits and Shapley Allocation