Hello,

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’ -> https://arxiv.org/pdf/1706.09884.pdf

‘Which training methods for GANs do actually converge?’ -> https://arxiv.org/pdf/1801.04406.pdf

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!