Unleashing Linear Optimizers for Group-Fair Learning and Optimization

Daniel Alabi, Nicole Immorlica, Adam Kalai

Abstract: Most systems and learning algorithms optimize average performance or average loss – one reason being computational complexity. However, many objectives of practical interest are more complex than s...