When Fairness Meets Privacy: Fair Classification with Semi-Private Sensitive Attributes

Canyu Chen, Yueqing Liang, Xiongxiao Xu +5

Machine learning models have demonstrated promising performance in many areas. However, the concerns that they can be biased against specific demographic groups hinder their adopti…