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Offline Meta-Reinforcement Learning for Industrial Insertion


Oct 12, 2021
Tony Z. Zhao, Jianlan Luo, Oleg Sushkov, Rugile Pevceviciute, Nicolas Heess, Jon Scholz, Stefan Schaal, Sergey Levine


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Robust Multi-Modal Policies for Industrial Assembly via Reinforcement Learning and Demonstrations: A Large-Scale Study


Mar 23, 2021
Jianlan Luo, Oleg Sushkov, Rugile Pevceviciute, Wenzhao Lian, Chang Su, Mel Vecerik, Ning Ye, Stefan Schaal, Jon Scholz


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Action Image Representation: Learning Scalable Deep Grasping Policies with Zero Real World Data


May 13, 2020
Mohi Khansari, Daniel Kappler, Jianlan Luo, Jeff Bingham, Mrinal Kalakrishnan

* 7 pages, 10 figures, and 3 tables. To be published in International Conference on Robotics and Automation, 2020 

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UniGrasp: Learning a Unified Model to Grasp with N-Fingered Robotic Hands


Oct 24, 2019
Lin Shao, Fabio Ferreira, Mikael Jorda, Varun Nambiar, Jianlan Luo, Eugen Solowjow, Juan Aparicio Ojea, Oussama Khatib, Jeannette Bohg


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Deep Reinforcement Learning for Industrial Insertion Tasks with Visual Inputs and Natural Rewards


Jun 13, 2019
Gerrit Schoettler, Ashvin Nair, Jianlan Luo, Shikhar Bahl, Juan Aparicio Ojea, Eugen Solowjow, Sergey Levine


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Reinforcement Learning on Variable Impedance Controller for High-Precision Robotic Assembly


Mar 20, 2019
Jianlan Luo, Eugen Solowjow, Chengtao Wen, Juan Aparicio Ojea, Alice M. Agogino, Aviv Tamar, Pieter Abbeel

* ICRA 2019. More video results at https://sites.google.com/berkeley.edu/rl-robotic-assembly/home 

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Domain Randomization for Active Pose Estimation


Mar 10, 2019
Xinyi Ren, Jianlan Luo, Eugen Solowjow, Juan Aparicio Ojea, Abhishek Gupta, Aviv Tamar, Pieter Abbeel

* Accepted at International Conference on Robotics and Automation (ICRA) 2019 

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Residual Reinforcement Learning for Robot Control


Dec 18, 2018
Tobias Johannink, Shikhar Bahl, Ashvin Nair, Jianlan Luo, Avinash Kumar, Matthias Loskyll, Juan Aparicio Ojea, Eugen Solowjow, Sergey Levine

* 7 pages 

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