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[R]Theoretical research paper in GAN’s

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!

submitted by /u/Mushr00mParadise
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.