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A Library for Representing Python Programs as Graphs for Machine Learning


Aug 15, 2022
David Bieber, Kensen Shi, Petros Maniatis, Charles Sutton, Vincent Hellendoorn, Daniel Johnson, Daniel Tarlow

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* 21 pages, 14 figures 

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Language Model Cascades


Jul 28, 2022
David Dohan, Winnie Xu, Aitor Lewkowycz, Jacob Austin, David Bieber, Raphael Gontijo Lopes, Yuhuai Wu, Henryk Michalewski, Rif A. Saurous, Jascha Sohl-dickstein, Kevin Murphy, Charles Sutton

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* Presented as spotlight at the Beyond Bases workshop at ICML 2022 (https://beyond-bayes.github.io

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Static Prediction of Runtime Errors by Learning to Execute Programs with External Resource Descriptions


Mar 07, 2022
David Bieber, Rishab Goel, Daniel Zheng, Hugo Larochelle, Daniel Tarlow

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* 20 pages, 7 figures 

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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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Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks


Oct 23, 2020
David Bieber, Charles Sutton, Hugo Larochelle, Daniel Tarlow

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* Accepted at NeurIPS 2020 

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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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TF-Coder: Program Synthesis for Tensor Manipulations


Mar 19, 2020
Kensen Shi, David Bieber, Rishabh Singh

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Incremental Sampling Without Replacement for Sequence Models


Feb 21, 2020
Kensen Shi, David Bieber, Charles Sutton

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Neural Networks for Modeling Source Code Edits


Apr 04, 2019
Rui Zhao, David Bieber, Kevin Swersky, Daniel Tarlow

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* Deanonymized version of ICLR 2019 submission 

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