生成对抗网络Generative Adversarial Nets资料

2017.02.27：新年GAN起来

1. Generative Adversarial Nets

http://papers.nips.cc/paper/5423-generative-adversarial-nets

2.Ian Goodfellow's presentations about GAN

http://www.iangoodfellow.com/presentations.html

3. 深度学习新星：GAN的基本原理、应用和走向 | 硬创公开课

http://www.leiphone.com/news/201701/Kq6FvnjgbKK8Lh8N.html

4. GAN学习指南：从原理入门到制作生成Demo

https://zhuanlan.zhihu.com/p/24767059

5. GAN（生成对抗网络）的最新应用状况 (2017.2)

http://www.leiphone.com/news/201702/nM2BgBUj1uMHdqnn.html

6. 生成对抗网络GAN的研究与展望.王坤峰 ，苟超 ，段艳杰 ，林懿伦 ，郑心湖，王飞跃. 自动化学报, 2017，43(3): 321-332

GAN4NLP论文

1. Adversarial Learning for Neural Dialogue Generation

https://arxiv.org/pdf/1701.06547.pdf

Jiwei大神的作品一直很有意思，值得一读。

2. Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets

https://arxiv.org/pdf/1703.04887.pdf

应该是第一篇GAN4NMT的，刚挂到arxiv上的

3. SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient

https://arxiv.org/pdf/1609.05473.pdf

博客：

Generative Adversarial Nets in TensorFlow http://wiseodd.github.io/techblog/2016/09/17/gan-tensorflow/

Instance Noise: A trick for stabilising GAN training http://www.inference.vc/instance-noise-a-trick-for-stabilising-gan-training/

How to Train a GAN? Tips and tricks to make GANs work https://github.com/soumith/ganhacks

An introduction to Generative Adversarial Networks (with code in TensorFlow) http://blog.aylien.com/introduction-generative-adversarial-networks-code-tensorflow/