Robust Optimization for Fairness with Noisy Protected Groups

Serena Wang, Wenshuo Guo, Harikrishna Narasimhan +3

Many existing fairness criteria for machine learning involve equalizing some metric across protected groups such as race or gender. However, practitioners trying to audit or enforc…