Regression under demographic parity constraints via unlabeled post-processing

Evgenii Chzhen, Mohamed Hebiri, Gayane Taturyan

We address the problem of performing regression while ensuring demographic parity, even without access to sensitive attributes during inference. We present a general-purpose post-p…