Social Norm Bias: Residual Harms of Fairness-Aware Algorithms

Myra Cheng, Maria De-Arteaga, Lester Mackey +1

Many modern machine learning algorithms mitigate bias by enforcing fairness constraints across coarsely-defined groups related to a sensitive attribute like gender or race. However…