Fair Machine Learning Under Partial Compliance

Jessica Dai, Sina Fazelpour, Zachary C. Lipton

Typically, fair machine learning research focuses on a single decisionmaker and assumes that the underlying population is stationary. However, many of the critical domains motivati…