Auditing ML Models for Individual Bias and Unfairness

Songkai Xue, Mikhail Yurochkin, Yuekai Sun

Abstract: We consider the task of auditing ML models for individual bias/unfairness. We formalize the task in an optimization problem and develop a suite of inferential tools for the optimal value. Our tools...