Generator-aware Discriminators & Discriminator-aware Generators - David Duvenaud скачать в хорошем качестве

Generator-aware Discriminators & Discriminator-aware Generators - David Duvenaud

DALI 2017 Workshop - Theory of Generative Adversarial Networks http://dalimeeting.org/dali2017/gener... Title: Generator-aware Discriminators & Discriminator-aware Generators Speaker: David Duvenaud (University of Toronto), https://www.cs.toronto.edu/~duvenaud/ Abstract: The alternating optimization of generator and discriminator produces sometimes unfavorable training dynamics. In particular, as the generator changes, the discriminator forgets how to discriminate against previously-seen generators. We examine the idea of training a single universal discriminator, who takes as an extra argument the weights of the generator network. We also explore a similar idea for training variational recognition networks when integrating over the generator weights.