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Uncovering Discrimination Clusters: Quantifying and Explaining Systematic Fairness Violations

Ranit Debnath Akash, Ashish Kumar, Verya Monjezi, Ashutosh Trivedi, Gang Tan, Saeid Tizpaz-Niari

Fairness in algorithmic decision-making is often framed in terms of individual fairness, which requires that similar individuals receive similar outcomes. A system violates individual fairness if there exists a pair of inputs differing only in protected attributes (such as race o…