Two Simple Ways to Learn Individual Fairness Metrics from Data

Debarghya Mukherjee, Mikhail Yurochkin, Moulinath Banerjee +1

Individual fairness is an intuitive definition of algorithmic fairness that addresses some of the drawbacks of group fairness. Despite its benefits, it depends on a task specific f…