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Show Your Work: Scratchpads for Intermediate Computation with Language Models


Nov 30, 2021
Maxwell Nye, Anders Johan Andreassen, Guy Gur-Ari, Henryk Michalewski, Jacob Austin, David Bieber, David Dohan, Aitor Lewkowycz, Maarten Bosma, David Luan, Charles Sutton, Augustus Odena

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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

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* 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

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* 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

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* 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

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* 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

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

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