Statistical guarantees for generative models without domination

Nicolas Schreuder, Victor-Emmanuel Brunel, Arnak S. Dalalyan

Abstract: In this paper, we introduce a convenient framework for studying (adversarial) generative models from a statistical perspective. It consists in modeling the generative device as a smooth transformat...