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cs.LG2026
Individual Fairness in Hierarchical Clustering
Binita Maity, Shrutimoy Das
Hierarchical clustering produces ultrametric representations that impose strong global geometric constraints and may distort local similarities in ways that disproportionately affe…
cs.LG2026
A Geometric Theory of Robust Fairness Audits
Binita Maity
Neighborhood-based fairness audits evaluate individual fairness by comparing predictions among similar individuals in feature space. Despite their widespread use, little is known a…