Archive of posts with category 'Theory'
GAN convergence proof
In my previous post about GANs I explained the mathematical proof of why GANs work. The theorem stated that the real data distribution was mimicked by the generator at the...
GAN optimality proof
The so-called Generative Adversarial Networks have been with us since 2014, producing amazing results lately. Today I am bringing the proof of why they work. That is, a proof that...