Which Training Methods for GANs do actually Converge?

Lars M. Mescheder, Andreas Geiger, Sebastian Nowozin

Abstract: Recent work has shown local convergence of GAN training for absolutely continuous data and generator distributions. In this paper, we show that the requirement of absolute continuity is necessary: ...