$\alpha$-GAN: Convergence and Estimation Guarantees

Gowtham R. Kurri, Monica Welfert, Tyler Sypherd +1

We prove a two-way correspondence between the min-max optimization of general CPE loss function GANs and the minimization of associated $f$-divergences. We then focus on $\alpha$-GAN, d…