3.3k citations · 9.7k across the 40 of their papers we have counts for
Showing 2016 · cs.LGShow all
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cs.LG2016★ 51 cited
Improved generator objectives for GANs
Ben Poole, Alexander A. Alemi, Jascha Sohl-Dickstein +1
We present a framework to understand GAN training as alternating density ratio estimation and approximate divergence minimization. This provides an interpretation for the mismatche…
cs.LG2016★ 404 cited
Unrolled Generative Adversarial Networks
Luke Metz, Ben Poole, David Pfau +1
We introduce a method to stabilize Generative Adversarial Networks (GANs) by defining the generator objective with respect to an unrolled optimization of the discriminator. This al…