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[R]Theoretical research paper in GAN’s


I am doing some research about GAN’s, and I am looking for some mathematical/theoretical articles. I have noticed a lot of papers presenting new types of GAN’s with (sometimes) just some minor alterations to the original. Two papers that fall within the category that I am looking for are:

‘On the limitations of First-Order Approximation in GAN Dynamics’ ->

‘Which training methods for GANs do actually converge?’ ->

They both start from a simple model and are then able to mathematically prove some properties and then to empirically demonstrate them.

I hope the question is clear, and thank you in advance!

submitted by /u/Mushr00mParadise
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