Breaking Fair Binary Classification with Optimal Flipping Attacks

Changhun Jo, Jy-yong Sohn, Kangwook Lee

Minimizing risk with fairness constraints is one of the popular approaches to learning a fair classifier. Recent works showed that this approach yields an unfair classifier if the…