Statistical Learning with a Nuisance Component

Dylan J. Foster, Vasilis Syrgkanis

Abstract: We provide excess risk guarantees for statistical learning in a setting where the population risk with respect to which we evaluate the target model depends on an unknown model that must be to be e...