FairDP: Certified Fairness with Differential Privacy

Khang Tran, Ferdinando Fioretto, Issa Khalil +2

This paper introduces FairDP, a novel training mechanism designed to provide group fairness certification for the trained model's decisions, along with a differential privacy (DP)…