285 citations · 409 across the 28 of their papers we have counts for
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cs.LG2017
Linking Generative Adversarial Learning and Binary Classification
Akshay Balsubramani
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…
cs.LG2017★ 31 cited
Semantically Decomposing the Latent Spaces of Generative Adversarial Networks
Chris Donahue, Zachary C. Lipton, Akshay Balsubramani +1
We propose a new algorithm for training generative adversarial networks that jointly learns latent codes for both identities (e.g. individual humans) and observations (e.g. specifi…