Our paper, Fair regression under localized demographic parity constraints, with Christophe Denis, Romuald Elie, Mohamed Hebiri and François Hu, is now available online, on arXiv, Demographic parity (DP) is a widely used group fairness criterion requiring predictive distributions to be invariant across sensitive groups. While natural in classification, full distributional DP is often overly restrictive in regression and can lead to substantial accuracy loss. We propose a relaxation of DP tailored to regression, enforcing parity only at a finite set of quantile levels and/or … <a …