Maximin Relative Improvement: Fair Learning as a Bargaining Problem

Jiwoo Han, Moulinath Banerjee, Yuekai Sun

When deploying a single predictor across multiple subpopulations, we propose a fundamentally different approach: interpreting group fairness as a bargaining problem among subpopula…