├── assets └── teaser.png ├── .gitignore ├── LICENSE └── README.md /assets/teaser.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hrh6666/MoE-Loco/HEAD/assets/teaser.png -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # These are some examples of commonly ignored file patterns. 2 | # You should customize this list as applicable to your project. 3 | # Learn more about .gitignore: 4 | # https://www.atlassian.com/git/tutorials/saving-changes/gitignore 5 | 6 | # Node artifact files 7 | node_modules/ 8 | dist/ 9 | 10 | # Compiled Java class files 11 | *.class 12 | 13 | # Compiled Python bytecode 14 | *.py[cod] 15 | 16 | # Log files 17 | *.log 18 | 19 | # Package files 20 | *.jar 21 | 22 | # Maven 23 | target/ 24 | dist/ 25 | 26 | # JetBrains IDE 27 | .idea/ 28 | 29 | # Unit test reports 30 | TEST*.xml 31 | 32 | # Generated by MacOS 33 | .DS_Store 34 | 35 | # Generated by Windows 36 | Thumbs.db 37 | 38 | # Applications 39 | *.app 40 | *.exe 41 | *.war 42 | 43 | # Large media files 44 | *.mp4 45 | *.tiff 46 | *.avi 47 | *.flv 48 | *.mov 49 | *.wmv 50 | 51 | # VS Code 52 | .vscode 53 | # logs 54 | logs 55 | runs 56 | 57 | # other 58 | *.egg-info 59 | __pycache__ 60 | *.npy -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2025 Runhan Huang 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | 3 |
4 | 5 | # MoE-Loco: Mixture of Experts for Multitask Locomotion 6 | 7 | [![Paper](https://img.shields.io/badge/arXiv-2503.08564-brightgreen)](https://arxiv.org/abs/2503.08564) [![Conference](https://img.shields.io/badge/IROS-2025-blue)](https://www.iros25.org/) [![Project WebPage](https://img.shields.io/badge/Project-webpage-%23fc4d5d)](https://moe-loco.github.io/) [![License](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) 8 | 9 |
10 | 11 | ![Pipeline](./assets/teaser.png) 12 | > [MoE-Loco: Mixture of Experts for Multitask Locomotion](https://arxiv.org/abs/2503.08564) \ 13 | > Runhan Huang*, Shaoting Zhu*, Yilun Du, Hang Zhao \ 14 | > IROS 2025 15 | 16 | ## Acknowlegement 17 | https://github.com/leggedrobotics/legged_gym
18 | https://github.com/ZiwenZhuang/parkour
19 | https://github.com/zst1406217/robust_robot_walker 20 | 21 | ## Citation 22 | 23 | You can find our paper on [arXiv](https://arxiv.org/abs/2503.08564). 24 | 25 | If you find this code or find the paper useful for your research, please consider citing: 26 | 27 | ``` 28 | @article{huang2025moe, 29 | title={MoE-Loco: Mixture of Experts for Multitask Locomotion}, 30 | author={Huang, Runhan and Zhu, Shaoting and Du, Yilun and Zhao, Hang}, 31 | journal={arXiv preprint arXiv:2503.08564}, 32 | year={2025} 33 | } 34 | ``` 35 | 36 | --- 37 | --------------------------------------------------------------------------------