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Learnability and Complexity of Quantum Samples

Oct 22, 2020
Murphy Yuezhen Niu, Andrew M. Dai, Li Li, Augustus Odena, Zhengli Zhao, Vadim Smelyanskyi, Hartmut Neven, Sergio Boixo


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SMYRF: Efficient Attention using Asymmetric Clustering

Oct 11, 2020
Giannis Daras, Nikita Kitaev, Augustus Odena, Alexandros G. Dimakis

* 30 pages, 10 figures 

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BUSTLE: Bottom-up program-Synthesis Through Learning-guided Exploration

Jul 28, 2020
Augustus Odena, Kensen Shi, David Bieber, Rishabh Singh, Charles Sutton


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Top-K Training of GANs: Improving Generators by Making Critics Less Critical

Feb 14, 2020
Samarth Sinha, Anirudh Goyal, Colin Raffel, Augustus Odena


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Learning to Represent Programs with Property Signatures

Feb 13, 2020
Augustus Odena, Charles Sutton

* ICLR 2020 

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Improved Consistency Regularization for GANs

Feb 11, 2020
Zhengli Zhao, Sameer Singh, Honglak Lee, Zizhao Zhang, Augustus Odena, Han Zhang

* Augustus Odena and Han Zhang contributed equally 

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Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models

Dec 02, 2019
Giannis Daras, Augustus Odena, Han Zhang, Alexandros G. Dimakis

* Added TFRC, tensorflow-gan acknowledgements. Changed "Ablation Study" to "Ablation Studies" 

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Small-GAN: Speeding Up GAN Training Using Core-sets

Oct 29, 2019
Samarth Sinha, Han Zhang, Anirudh Goyal, Yoshua Bengio, Hugo Larochelle, Augustus Odena


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Consistency Regularization for Generative Adversarial Networks

Oct 26, 2019
Han Zhang, Zizhao Zhang, Augustus Odena, Honglak Lee


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Improving Differentially Private Models with Active Learning

Oct 02, 2019
Zhengli Zhao, Nicolas Papernot, Sameer Singh, Neoklis Polyzotis, Augustus Odena


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Realistic Evaluation of Deep Semi-Supervised Learning Algorithms

Oct 26, 2018
Avital Oliver, Augustus Odena, Colin Raffel, Ekin D. Cubuk, Ian J. Goodfellow

* NIPS 2018 Proceedings 

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Discriminator Rejection Sampling

Oct 18, 2018
Samaneh Azadi, Catherine Olsson, Trevor Darrell, Ian Goodfellow, Augustus Odena


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Skill Rating for Generative Models

Aug 14, 2018
Catherine Olsson, Surya Bhupatiraju, Tom Brown, Augustus Odena, Ian Goodfellow


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TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing

Jul 28, 2018
Augustus Odena, Ian Goodfellow

* Preprint - work in progress 

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Is Generator Conditioning Causally Related to GAN Performance?

Jun 19, 2018
Augustus Odena, Jacob Buckman, Catherine Olsson, Tom B. Brown, Christopher Olah, Colin Raffel, Ian Goodfellow


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Self-Attention Generative Adversarial Networks

May 21, 2018
Han Zhang, Ian Goodfellow, Dimitris Metaxas, Augustus Odena


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Conditional Image Synthesis With Auxiliary Classifier GANs

Jul 20, 2017
Augustus Odena, Christopher Olah, Jonathon Shlens


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Changing Model Behavior at Test-Time Using Reinforcement Learning

Feb 24, 2017
Augustus Odena, Dieterich Lawson, Christopher Olah

* Submitted to ICLR 2017 Workshop Track 

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Semi-Supervised Learning with Generative Adversarial Networks

Oct 22, 2016
Augustus Odena

* Appearing in the Data Efficient Machine Learning workshop at ICML 2016 

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Faster Asynchronous SGD

Jan 15, 2016
Augustus Odena

* 10 pages 

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