Directly Optimizing Mean Demographic Parity for Nonlinear Regression

Ieva Petrulionyte, Julien Mairal, Michael Arbel

We focus on regression settings where the fairness goal is to equalize average predictions across values of a sensitive attribute, a criterion known as mean demographic parity. Dir…