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