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Program Synthesis with Large Language Models

Aug 16, 2021
Jacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie Cai, Michael Terry, Quoc Le, Charles Sutton

* Jacob and Augustus contributed equally 

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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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