CLeARoboticsLab/ssrl

[CoRL 2024] Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics Models

Python

52

10 commits

updated Oct 19, 2024

See the code

README

Semi-Structured Reinforcement Learning (SSRL)

Code for our paper "Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics Models".

@inproceedings{levy2024learning,
  title={Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics Models},
  author={Levy, Jacob and Westenbroek, Tyler and Fridovich-Keil, David},
  booktitle={8th Annual Conference on Robot Learning},
  year={2024}
}
  • For a brief video overview of the project, see our website.

Hardware walking Simulation walking

Instructions

  • To run training in a simulated Go1 environment, see ssrl.
  • For code to interface with the Go1 robot and perform real-world experiments, see ssrl_hardware.

CLeARoboticsLab/ssrl

[CoRL 2024] Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics Models

Python

52

10 commits

updated Oct 19, 2024

See the code

README

Semi-Structured Reinforcement Learning (SSRL)

Code for our paper "Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics Models".

@inproceedings{levy2024learning,
  title={Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics Models},
  author={Levy, Jacob and Westenbroek, Tyler and Fridovich-Keil, David},
  booktitle={8th Annual Conference on Robot Learning},
  year={2024}
}
  • For a brief video overview of the project, see our website.

Hardware walking Simulation walking

Instructions

  • To run training in a simulated Go1 environment, see ssrl.
  • For code to interface with the Go1 robot and perform real-world experiments, see ssrl_hardware.