Fairness without Sensitive Attributes via Knowledge Sharing

Hongliang Ni, Lei Han, Tong Chen +2

While model fairness improvement has been explored previously, existing methods invariably rely on adjusting explicit sensitive attribute values in order to improve model fairness…