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Author

Ashish Kumar

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Preprint Aug 2026

Fairness Invariants: A Relational Approach to Explaining and Mitigating Fairness Bugs

REMI, a framework for the automated localization, explanation, and mitigation of individual discrimination, is presented, which introduces a bidirectional relational explanation framework that learns over paired examples $(x, x')$ to identify regions of the input space where fairness is violated.

Ranit Debnath Akash, Ashish Kumar, Gang Tan et al. · 0 citations