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Optimal Scaling for Locally Balanced Proposals in Discrete Spaces


Sep 16, 2022
Haoran Sun, Hanjun Dai, Dale Schuurmans


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Spectral Decomposition Representation for Reinforcement Learning


Aug 19, 2022
Tongzheng Ren, Tianjun Zhang, Lisa Lee, Joseph E. Gonzalez, Dale Schuurmans, Bo Dai

* The first two authors contribute equally 

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Making Linear MDPs Practical via Contrastive Representation Learning


Jul 14, 2022
Tianjun Zhang, Tongzheng Ren, Mengjiao Yang, Joseph E. Gonzalez, Dale Schuurmans, Bo Dai

* ICML 2022. The first two authors contribute equally 

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Rationale-Augmented Ensembles in Language Models


Jul 02, 2022
Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc Le, Ed Chi, Denny Zhou


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Discrete Langevin Sampler via Wasserstein Gradient Flow


Jun 29, 2022
Haoran Sun, Hanjun Dai, Bo Dai, Haomin Zhou, Dale Schuurmans


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A Parametric Class of Approximate Gradient Updates for Policy Optimization


Jun 17, 2022
Ramki Gummadi, Saurabh Kumar, Junfeng Wen, Dale Schuurmans

* ICML 2022 

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Multimodal Masked Autoencoders Learn Transferable Representations


May 31, 2022
Xinyang Geng, Hao Liu, Lisa Lee, Dale Schuurmans, Sergey Levine, Pieter Abbeel


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Chain of Thought Imitation with Procedure Cloning


May 22, 2022
Mengjiao Yang, Dale Schuurmans, Pieter Abbeel, Ofir Nachum


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Least-to-Most Prompting Enables Complex Reasoning in Large Language Models


May 21, 2022
Denny Zhou, Nathanael Schärli, Le Hou, Jason Wei, Nathan Scales, Xuezhi Wang, Dale Schuurmans, Olivier Bousquet, Quoc Le, Ed Chi


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Reinforcement Teaching


Apr 25, 2022
Alex Lewandowski, Calarina Muslimani, Matthew E. Taylor, Jun Luo, Dale Schuurmans

* First two authors contributed equally 

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