Training GANs with Optimism

Constantinos Daskalakis, Andrew Ilyas, Vasilis Syrgkanis +1

We address the issue of limit cycling behavior in training Generative Adversarial Networks and propose the use of Optimistic Mirror Decent (OMD) for training Wasserstein GANs. Rece…