On the Utility of Koopman Operator Theory in Learning Dexterous
Manipulation Skills

On the Utility of Koopman Operator Theory in Learning Dexterous Manipulation Skills

23 March 2023

Ye Zhao

Papers citing "On the Utility of Koopman Operator Theory in Learning Dexterous Manipulation Skills"

15 / 15 papers shown

Title
On the Surprising Effectiveness of Spectrum Clipping in Learning Stable Linear Dynamics Hanyao Guo Yunhai Han H. Ravichandar 76 0 0 02 Dec 2024
Imitation Learning with Limited Actions via Diffusion Planners and Deep Koopman Controllers Jianxin Bi Kelvin Lim Kaiqi Chen Yifei Huang Harold Soh 27 0 0 10 Oct 2024
Learning Koopman Dynamics for Safe Legged Locomotion with Reinforcement Learning-based Controller Jeonghwan Kim Yunhai Han H. Ravichandar Sehoon Ha 51 2 0 23 Sep 2024
DextrAH-G: Pixels-to-Action Dexterous Arm-Hand Grasping with Geometric Fabrics Tyler Ga Wei Lum Martin Matak Viktor Makoviychuk Ankur Handa Arthur Allshire Tucker Hermans Nathan D. Ratliff Karl Van Wyk 38 13 0 02 Jul 2024
KOROL: Learning Visualizable Object Feature with Koopman Operator Rollout for Manipulation Hongyi Chen Abulikemu Abuduweili Aviral Agrawal Yunhai Han H. Ravichandar Changliu Liu Jeffrey Ichnowski 39 5 0 29 Jun 2024
Phase-Amplitude Reduction-Based Imitation Learning Satoshi Yamamori Jun Morimoto 23 0 0 06 Jun 2024
Geometric Fabrics: a Safe Guiding Medium for Policy Learning Karl Van Wyk Ankur Handa Viktor Makoviychuk Yijie Guo Arthur Allshire Nathan D. Ratliff 27 5 0 03 May 2024
ViViDex: Learning Vision-based Dexterous Manipulation from Human Videos Zerui Chen Shizhe Chen Cordelia Schmid Ivan Laptev Cordelia Schmid 33 12 0 24 Apr 2024
Learning Prehensile Dexterity by Imitating and Emulating State-only Observations Yunhai Han Zhenyang Chen H. Ravichandar 30 5 0 08 Apr 2024
Robot Learning in the Era of Foundation Models: A Survey Xuan Xiao Jiahang Liu Zhipeng Wang Yanmin Zhou Yong Qi Qian Cheng Bin He Shuo Jiang AI4CE LM&Ro 21 26 0 24 Nov 2023
MimicTouch: Leveraging Multi-modal Human Tactile Demonstrations for Contact-rich Manipulation Kelin Yu Yunhai Han Matthew Zhu Vaibhav Saxena Danfei Xu Ye Zhao 16 11 0 25 Oct 2023
In-Hand Object Rotation via Rapid Motor Adaptation Haozhi Qi Ashish Kumar Roberto Calandra Yinsong Ma Jitendra Malik 123 104 0 10 Oct 2022
Geometric Fabrics: Generalizing Classical Mechanics to Capture the Physics of Behavior Karl Van Wyk Mandy Xie Anqi Li M. A. Rana Buck Babich ... Iretiayo Akinola Balakumar Sundaralingam D. Fox Byron Boots Nathan D. Ratliff AI4CE 84 37 0 21 Sep 2021
What Matters in Learning from Offline Human Demonstrations for Robot Manipulation Ajay Mandlekar Danfei Xu J. Wong Soroush Nasiriany Chen Wang Rohun Kulkarni Li Fei-Fei Silvio Savarese Yuke Zhu Roberto Martín-Martín OffRL 149 471 0 06 Aug 2021
Deep Dynamics Models for Learning Dexterous Manipulation Anusha Nagabandi K. Konolige Sergey Levine Vikash Kumar 148 407 0 25 Sep 2019