Fairness Under Feature Exemptions: Counterfactual and Observational Measures

Sanghamitra Dutta, Praveen Venkatesh, Piotr Mardziel +2

With the growing use of ML in highly consequential domains, quantifying disparity with respect to protected attributes, e.g., gender, race, etc., is important. While quantifying di…