| Name | ViLLa-X JSON |
| Version |
0.0.2
JSON |
| download |
| home_page | None |
| Summary | ViLLa-X |
| upload_time | 2025-08-11 18:07:23 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | >=3.9 |
| license | MIT License
Copyright (c) 2025 Phil Wang
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE. |
| keywords |
artificial intelligence
attention mechanism
deep learning
flow policy
latent actions
robotics
transformers
|
| VCS |
 |
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
<img src="./villa-x.png" width="400px"></img>
<img src="./fig1-lam.png" width="400px"></img>
## villa-X (wip)
Implementation of [ViLLa-X](https://arxiv.org/abs/2507.23682v1), "Enhancing Latent Action Modeling in Vision-Language-Action Models", from Tsinghua
## Citations
```bibtex
@inproceedings{Chen2025villaXEL,
title = {villa-X: Enhancing Latent Action Modeling in Vision-Language-Action Models},
author = {Xiaoyu Chen and Hangxing Wei and Pushi Zhang and Chuheng Zhang and Kaixin Wang and Yanjiang Guo and Rushuai Yang and Yucen Wang and Xinquan Xiao and Li Zhao and Jianyu Chen and Jiang Bian},
year = {2025},
url = {https://api.semanticscholar.org/CorpusID:280401068}
}
```
Raw data
{
"_id": null,
"home_page": null,
"name": "ViLLa-X",
"maintainer": null,
"docs_url": null,
"requires_python": ">=3.9",
"maintainer_email": null,
"keywords": "artificial intelligence, attention mechanism, deep learning, flow policy, latent actions, robotics, transformers",
"author": null,
"author_email": "Phil Wang <lucidrains@gmail.com>",
"download_url": "https://files.pythonhosted.org/packages/02/7d/947fda44378fd65a18d836f8a15b61d048fa05d81f4e45e4a7bd70acfcf4/villa_x-0.0.2.tar.gz",
"platform": null,
"description": "\n<img src=\"./villa-x.png\" width=\"400px\"></img>\n\n<img src=\"./fig1-lam.png\" width=\"400px\"></img>\n\n## villa-X (wip)\n\nImplementation of [ViLLa-X](https://arxiv.org/abs/2507.23682v1), \"Enhancing Latent Action Modeling in Vision-Language-Action Models\", from Tsinghua\n\n## Citations\n\n```bibtex\n@inproceedings{Chen2025villaXEL,\n title = {villa-X: Enhancing Latent Action Modeling in Vision-Language-Action Models},\n author = {Xiaoyu Chen and Hangxing Wei and Pushi Zhang and Chuheng Zhang and Kaixin Wang and Yanjiang Guo and Rushuai Yang and Yucen Wang and Xinquan Xiao and Li Zhao and Jianyu Chen and Jiang Bian},\n year = {2025},\n url = {https://api.semanticscholar.org/CorpusID:280401068}\n}\n```\n",
"bugtrack_url": null,
"license": "MIT License\n \n Copyright (c) 2025 Phil Wang\n \n Permission is hereby granted, free of charge, to any person obtaining a copy\n of this software and associated documentation files (the \"Software\"), to deal\n in the Software without restriction, including without limitation the rights\n to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n copies of the Software, and to permit persons to whom the Software is\n furnished to do so, subject to the following conditions:\n \n The above copyright notice and this permission notice shall be included in all\n copies or substantial portions of the Software.\n \n THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n SOFTWARE.",
"summary": "ViLLa-X",
"version": "0.0.2",
"project_urls": {
"Homepage": "https://pypi.org/project/villa-x/",
"Repository": "https://github.com/lucidrains/villa-x"
},
"split_keywords": [
"artificial intelligence",
" attention mechanism",
" deep learning",
" flow policy",
" latent actions",
" robotics",
" transformers"
],
"urls": [
{
"comment_text": null,
"digests": {
"blake2b_256": "5999109b073f7995b918744884d51cd566a9bda199f33f884dbfb19bba302a99",
"md5": "4644cab3af63fbadcf11e568424f8192",
"sha256": "15d8cd37a6003d7ef96520e516c1bee1e18579a06fa81d3bcb556ec7be990ed6"
},
"downloads": -1,
"filename": "villa_x-0.0.2-py3-none-any.whl",
"has_sig": false,
"md5_digest": "4644cab3af63fbadcf11e568424f8192",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": ">=3.9",
"size": 5412,
"upload_time": "2025-08-11T18:07:22",
"upload_time_iso_8601": "2025-08-11T18:07:22.250352Z",
"url": "https://files.pythonhosted.org/packages/59/99/109b073f7995b918744884d51cd566a9bda199f33f884dbfb19bba302a99/villa_x-0.0.2-py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": null,
"digests": {
"blake2b_256": "027d947fda44378fd65a18d836f8a15b61d048fa05d81f4e45e4a7bd70acfcf4",
"md5": "f143ac8bbde15c9abdb990f5595e6f24",
"sha256": "a0d80ac8c9f47047b4a449aab69e11fd7ad14f7c399ce96f0c2f289c72a7200f"
},
"downloads": -1,
"filename": "villa_x-0.0.2.tar.gz",
"has_sig": false,
"md5_digest": "f143ac8bbde15c9abdb990f5595e6f24",
"packagetype": "sdist",
"python_version": "source",
"requires_python": ">=3.9",
"size": 375134,
"upload_time": "2025-08-11T18:07:23",
"upload_time_iso_8601": "2025-08-11T18:07:23.093660Z",
"url": "https://files.pythonhosted.org/packages/02/7d/947fda44378fd65a18d836f8a15b61d048fa05d81f4e45e4a7bd70acfcf4/villa_x-0.0.2.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"upload_time": "2025-08-11 18:07:23",
"github": true,
"gitlab": false,
"bitbucket": false,
"codeberg": false,
"github_user": "lucidrains",
"github_project": "villa-x",
"travis_ci": false,
"coveralls": false,
"github_actions": true,
"lcname": "villa-x"
}
