Minimax Pareto Fairness: A Multi Objective Perspective

Natalia Martínez, Martín Bertrán, Guillermo Sapiro

Abstract: In this work we formulate and formally characterize group fairness as a multi-objective optimization problem, where each sensitive group risk is a separate objective. We propose a fairness criterio...