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 # Wasserstein GAN
 
-Chainer implementation of the Wesserstein GAN by Martin Arjovsky et al. Note that this is not the official implementation. The official implementation is https://github.com/martinarjovsky/WassersteinGAN.
+Chainer implementation of the [Wesserstein GAN](https://arxiv.org/abs/1701.07875) by Martin Arjovsky et al. Note that this is not the official implementation. The official implementation is https://github.com/martinarjovsky/WassersteinGAN.
 
 Also, a summary of the paper can be found [here](https://paper.dropbox.com/doc/Wasserstein-GAN-GvU0p2V9ThzdwY3BbhoP7). It explains the intuition behind the approximation of the EM distance and the problem with the Jensen-Shannon divergence.