Is invariance all you need for algorithmic fairness? Removing demographic information can create new bias

Aditya Parikh, Eike Petersen, Stella Frank +3

Encoded demographic information in internal model representations is a commonly assumed risk factor for algorithmic bias, with demographic representation invariance often being tou…