2.6k citations · 5.6k across the 24 of their papers we have counts for
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stat.ML2016★ 2k cited
Conditional Image Synthesis With Auxiliary Classifier GANs
Augustus Odena, Christopher Olah, Jonathon Shlens
Synthesizing high resolution photorealistic images has been a long-standing challenge in machine learning. In this paper we introduce new methods for the improved training of gener…
stat.ML2016★ 539 cited
Semi-Supervised Learning with Generative Adversarial Networks
Augustus Odena
We extend Generative Adversarial Networks (GANs) to the semi-supervised context by forcing the discriminator network to output class labels. We train a generative model G and a dis…
stat.ML2016★ 15 cited
Faster Asynchronous SGD
Augustus Odena
Asynchronous distributed stochastic gradient descent methods have trouble converging because of stale gradients. A gradient update sent to a parameter server by a client is stale i…