Author

Binita Maity

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Preprint Aug 2026

Individual Fairness in Hierarchical Clustering

Hierarchical clustering produces ultrametric representations that impose strong global geometric constraints and may distort local similarities in ways that disproportionately affect individual data points. We study hierarchical clustering under an individual fairness requirement that bounds relative distortion within...

Binita Maity, Shrutimoy Das · 0 citations

Preprint Aug 2026

A Geometric Theory of Robust Fairness Audits

Neighborhood-based fairness audits evaluate individual fairness by comparing predictions among similar individuals in feature space. Despite their widespread use, little is known about the robustness of the auditing procedure itself. Because these audits rely on nearest neighbor relationships, small perturbations in fe...

Binita Maity · 0 citations