Akshay Balsubramani

Linking Generative Adversarial Learning and Binary Classification

2017 · arXiv (Cornell University)

In this note, we point out a basic link between generative adversarial (GA) training and binary classification -- any powerful discriminator essentially computes an (f-)divergence between real and generated samples. The result, repeatedly re-derived in …