Convergence and Sample Complexity of SGD in GANs

Vasilis Kontonis, Sihan Liu, Christos Tzamos

We provide theoretical convergence guarantees on training Generative Adversarial Networks (GANs) via SGD. We consider learning a target distribution modeled by a 1-layer Generator…