 In their paper 'Wasserstein GAN', Arjovsky et al.use the Wasserstein-1 metric as a way to improve the original framework of Generative Adversarial Networks (GAN), to alleviate the vanishing gradient and the mode collapse issues.It can be shown that "W""p" satisfies all the axioms of a metric on P"p"("M").