Predict Responsibly: Improving Fairness and Accuracy by Learning to Defer

David Madras, Toniann Pitassi, Richard Zemel

In many machine learning applications, there are multiple decision-makers involved, both automated and human. The interaction between these agents often goes unaddressed in algorit…