5.2k citations · 7.8k across the 38 of their papers we have counts for
3 papers · 2 filters
Geometrical Insights for Implicit Generative Modeling
Leon Bottou, Martin Arjovsky, David Lopez-Paz +1
Learning algorithms for implicit generative models can optimize a variety of criteria that measure how the data distribution differs from the implicit model distribution, including…
Towards Principled Methods for Training Generative Adversarial Networks
Martin Arjovsky, Léon Bottou
The goal of this paper is not to introduce a single algorithm or method, but to make theoretical steps towards fully understanding the training dynamics of generative adversarial n…
Wasserstein GAN
Martin Arjovsky, Soumith Chintala, Léon Bottou
We introduce a new algorithm named WGAN, an alternative to traditional GAN training. In this new model, we show that we can improve the stability of learning, get rid of problems l…