On conditional parity as a notion of non-discrimination in machine learning

Ya'acov Ritov, Yuekai Sun, Ruofei Zhao

We identify conditional parity as a general notion of non-discrimination in machine learning. In fact, several recently proposed notions of non-discrimination, including a few coun…