Fair Learning with Private Demographic Data

Hussein Mozannar, Mesrob I. Ohannessian, Nathan Srebro

Abstract: Sensitive attributes such as race are rarely available to learners in real world settings as their collection is often restricted by laws and regulations. We give a scheme that allows individuals t...