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A Free Lunch from the Noise: Provable and Practical Exploration for Representation Learning


Nov 22, 2021
Tongzheng Ren, Tianjun Zhang, Csaba Szepesvári, Bo Dai

* The first two authors contribute equally 

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C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks


Oct 22, 2021
Tianjun Zhang, Benjamin Eysenbach, Ruslan Salakhutdinov, Sergey Levine, Joseph E. Gonzalez


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Multi-objective Optimization by Learning Space Partitions


Oct 10, 2021
Yiyang Zhao, Linnan Wang, Kevin Yang, Tianjun Zhang, Tian Guo, Yuandong Tian


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Learning Space Partitions for Path Planning


Jul 14, 2021
Kevin Yang, Tianjun Zhang, Chris Cummins, Brandon Cui, Benoit Steiner, Linnan Wang, Joseph E. Gonzalez, Dan Klein, Yuandong Tian


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MADE: Exploration via Maximizing Deviation from Explored Regions


Jun 18, 2021
Tianjun Zhang, Paria Rashidinejad, Jiantao Jiao, Yuandong Tian, Joseph Gonzalez, Stuart Russell

* 28 pages, 10 figures 

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BeBold: Exploration Beyond the Boundary of Explored Regions


Dec 15, 2020
Tianjun Zhang, Huazhe Xu, Xiaolong Wang, Yi Wu, Kurt Keutzer, Joseph E. Gonzalez, Yuandong Tian


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Multi-Agent Collaboration via Reward Attribution Decomposition


Oct 16, 2020
Tianjun Zhang, Huazhe Xu, Xiaolong Wang, Yi Wu, Kurt Keutzer, Joseph E. Gonzalez, Yuandong Tian


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Contrastive Code Representation Learning


Jul 09, 2020
Paras Jain, Ajay Jain, Tianjun Zhang, Pieter Abbeel, Joseph E. Gonzalez, Ion Stoica


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ANODEV2: A Coupled Neural ODE Evolution Framework


Jun 10, 2019
Tianjun Zhang, Zhewei Yao, Amir Gholami, Kurt Keutzer, Joseph Gonzalez, George Biros, Michael Mahoney


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AI Matrix - Synthetic Benchmarks for DNN


Nov 27, 2018
Wei Wei, Lingjie Xu, Lingling Jin, Wei Zhang, Tianjun Zhang

* Accepted by SC' 18 https://sc18.supercomputing.org/proceedings/tech_poster/tech_poster_pages/post153.html 

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Synetgy: Algorithm-hardware Co-design for ConvNet Accelerators on Embedded FPGAs


Nov 21, 2018
Yifan Yang, Qijing Huang, Bichen Wu, Tianjun Zhang, Liang Ma, Giulio Gambardella, Michaela Blott, Luciano Lavagno, Kees Vissers, John Wawrzynek, Kurt Keutzer

* To appear in the 27th International Symposium on Field-Programmable Gate Arrays, February 2019 

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