Estimating and Implementing Conventional Fairness Metrics With Probabilistic Protected Features

Hadi Elzayn, Emily Black, Patrick Vossler +3

The vast majority of techniques to train fair models require access to the protected attribute (e.g., race, gender), either at train time or in production. However, in many importa…