Learning with Impartiality to Walk on the Pareto Frontier of Fairness, Privacy, and Utility

Mohammad Yaghini, Patty Liu, Franziska Boenisch +1

Deploying machine learning (ML) models often requires both fairness and privacy guarantees. Both of these objectives present unique trade-offs with the utility (e.g., accuracy) of…