Supervised Learning with General Risk Functionals

Liu Leqi, Audrey Huang, Zachary C. Lipton, Kamyar Azizzadenesheli

Abstract: Standard uniform convergence results bound the generalization gap of the expected loss over a hypothesis class. The emergence of risk-sensitive learning requires generalization guarantees for funct...