Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity

Faisal Hamman, Jiahao Chen, Sanghamitra Dutta

Existing regulations prohibit model developers from accessing protected attributes (gender, race, etc.), often resulting in fairness assessments on populations without knowing thei…