12 Must Read Papers on Generative Adversarial Networks (GANs)

SoonYau
4 min readJan 16, 2021

There are thousands of academic papers on Arxiv, so which ones should you read? I read hundreds of GANs papers while researching for my book and below are the 12 most influential papers (from 2014 to 2019) I found. There aren’t that many breakthrough GANs papers after 2019. Click the names and images to go to source.

  • Generative Adversarial Networks. The very first paper of GAN written by Ian GoodFellow et al in 2014. This paper describes GAN’s architecture that consists of generator and disciminator. It also provide…

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SoonYau

Independent AI Consultant | Book author of “Hands-on Image Generation with TensorFlow” http://linkedin.com/in/soonyau