Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk

Paul Hand, Vladislav Voroninski

We examine the theoretical properties of enforcing priors provided by generative deep neural networks via empirical risk minimization. In particular we consider two models, one in…