Fairness-informed Pareto Optimization : An Efficient Bilevel Framework

Sofiane Tanji, Samuel Vaiter, Yassine Laguel

Despite their promise, fair machine learning methods often yield Pareto-inefficient models, in which the performance of certain groups can be improved without degrading that of oth…