FaiREE: Fair Classification with Finite-Sample and Distribution-Free Guarantee

Puheng Li, James Zou, Linjun Zhang

Algorithmic fairness plays an increasingly critical role in machine learning research. Several group fairness notions and algorithms have been proposed. However, the fairness guara…