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Dynamic Bipedal Maneuvers through Sim-to-Real Reinforcement Learning


Jul 16, 2022
Fangzhou Yu, Ryan Batke, Jeremy Dao, Jonathan Hurst, Kevin Green, Alan Fern

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* In review for the 2022 IEEE-RAS International Conference on Humanoid Robots. 8 pages, 8 figures, 3 tables 

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Optimizing Bipedal Maneuvers of Single Rigid-Body Models for Reinforcement Learning


Jul 09, 2022
Ryan Batke, Fangzhou Yu, Jeremy Dao, Jonathan Hurst, Ross L. Hatton, Alan Fern, Kevin Green

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* 8 pages, 6 figures 

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Learning Dynamic Bipedal Walking Across Stepping Stones


May 03, 2022
Helei Duan, Ashish Malik, Mohitvishnu S. Gadde, Jeremy Dao, Alan Fern, Jonathan Hurst

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* Video will be uploaded later 

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Sim-to-Real Learning for Bipedal Locomotion Under Unsensed Dynamic Loads


Apr 09, 2022
Jeremy Dao, Kevin Green, Helei Duan, Alan Fern, Jonathan Hurst

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* Accepted to ICRA 2022. Video attachment: https://youtu.be/IeSUM_ej8wE 

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Sim-to-Real Learning of Footstep-Constrained Bipedal Dynamic Walking


Mar 15, 2022
Helei Duan, Ashish Malik, Jeremy Dao, Aseem Saxena, Kevin Green, Jonah Siekmann, Alan Fern, Jonathan Hurst

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* Accepted at ICRA 2022. Video will be uploaded later 

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Learning Task Space Actions for Bipedal Locomotion


Nov 09, 2020
Helei Duan, Jeremy Dao, Kevin Green, Taylor Apgar, Alan Fern, Jonathan Hurst

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Learning Spring Mass Locomotion: Guiding Policies with a Reduced-Order Model


Oct 21, 2020
Kevin Green, Yesh Godse, Jeremy Dao, Ross L. Hatton, Alan Fern, Jonathan Hurst

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* 7 pages, 8 figures. Submitted to IEEE Robotics and Automation Letters (RA-L) with ICRA 2021 presentation option. Video supplement: https://youtu.be/80oJeaAd8CE 

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Learning Memory-Based Control for Human-Scale Bipedal Locomotion


Jun 03, 2020
Jonah Siekmann, Srikar Valluri, Jeremy Dao, Lorenzo Bermillo, Helei Duan, Alan Fern, Jonathan Hurst

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* 8 pages, 5 figures, submitted to Robotics: Science and Systems 2020 

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Iterative Reinforcement Learning Based Design of Dynamic Locomotion Skills for Cassie


Mar 22, 2019
Zhaoming Xie, Patrick Clary, Jeremy Dao, Pedro Morais, Jonathan Hurst, Michiel van de Panne

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Reinforcement learning for non-prehensile manipulation: Transfer from simulation to physical system


Mar 28, 2018
Kendall Lowrey, Svetoslav Kolev, Jeremy Dao, Aravind Rajeswaran, Emanuel Todorov

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* Accepted at IEEE SIMPAR 2018. Project page: https://sites.google.com/view/phantomsim2real 

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