Wasserstein GANs are Minimax Optimal Distribution Estimators

Arthur Stéphanovitch, Eddie Aamari, Clément Levrard

We provide non asymptotic rates of convergence of the Wasserstein Generative Adversarial networks (WGAN) estimator. We build neural networks classes representing the generators and…