GAN is very popular research topic in Machine Learning right now. Stabilizing GAN training is a very big deal and the original GAN suffers from several difficulties such as mode collapse.
Wasserstein GAN (WGAN) is a newly proposed GAN algorithm that promises to remedy those two problems above.