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.gitignore

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**/*.pt
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LICENSE

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Apache License
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Version 2.0, January 2004
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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=======
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MIT License
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Copyright (c) 2025 Computer Use Agents
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md

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# <img src="https://computer-use-agents.github.io/dart-gui/icon.png" alt="DART-GUI" style="height: 30px;"> DART-GUI
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### Efficient Multi-turn RL for GUI Agents via Decoupled Training and Adaptive Data Curation
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<p align="center">
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&nbsp&nbsp🌐 <a href="https://computer-use-agents.github.io/dart-gui/">Website</a>&nbsp&nbsp | &nbsp&nbsp📑 <a href="https://arxiv.org/abs/2509.23866">arXiv</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="">Model (coming soon)</a>&nbsp&nbsp | &nbsp&nbsp🤗 <a href="">Dataset (coming soon)</a>&nbsp&nbsp
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</p>
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<p align="center">
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<img src="https://computer-use-agents.github.io/dart-gui/stats/teaser.png" alt="DART-GUI" style="height: 400px;">
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</p>
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## 📢 Updates
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- [2025-09-30] We released our [paper](https://arxiv.org/abs/2509.23866) and [project page](https://computer-use-agents.github.io/dart-gui). Check it out!
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## 🔨 TODO
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- [ ] Release the model checkpoint for DART-GUI-7B.
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- [ ] Add the training code and pipeline.
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## 🤗 Team
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### Core Contributors
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<table>
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<tr>
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<td align="center">
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<a href="https://github.com/Pengxiang-Li">
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<img src="https://github.com/Pengxiang-Li.png" width="75px;" alt="Pengxiang Li"/>
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<br />
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<sub><b>Pengxiang Li</b></sub>
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</a>
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</td>
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<td align="center">
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<a href="https://github.com/huzechen123">
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<img src="https://github.com/huzechen123.png" width="75px;" alt="Zechen Hu"/>
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<br />
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<sub><b>Zechen Hu</b></sub>
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</a>
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</td>
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<td align="center">
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<a href="https://github.com/shzirui">
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<img src="https://github.com/shzirui.png" width="75px;" alt="Zirui Shang"/>
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<br />
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<sub><b>Zirui Shang</b></sub>
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</a>
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</td>
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<td align="center">
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<a href="https://github.com/RubyNg">
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<img src="https://github.com/RubyNg.png" width="75px;" alt="Jingrong Wu"/>
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<br />
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<sub><b>Jingrong Wu</b></sub>
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</a>
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</td>
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</tr>
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</table>
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### Advisors
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<table>
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<tr>
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<td align="center">
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<a href="https://liqing.io">
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<img src="https://github.com/liqing-ustc.png" width="75px;" alt="Pengxiang Li"/>
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<br />
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<sub><b>Qing Li</b></sub>
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</a>
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</td>
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<td align="center">
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<a href="https://zhigao2017.github.io/">
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<img src="https://github.com/zhigao2017.png" width="75px;" alt="Zhi Gao"/>
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<br />
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<sub><b>Zhi Gao</b></sub>
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</a>
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</td>
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</tr>
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</table>
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**We are looking for collaborations and GPU resources support! If you are interested in agentic RL and GUI agents, feel free to [email](mailto:dylan.liqing@gmail.com) Qing Li!**
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## 🤝 Acknowledgments
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We thank the following open-source projects for making this work possible:
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- [verl](https://github.com/volcengine/verl) for the excellent RL framework.
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- [vLLM](https://github.com/vllm-project/vllm) for the fast inference engine.
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We thank [DataCanvas Alaya](https://www.alayanew.com/) for the cloud computing and GPU support!
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## 📝 Citation
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If you find our paper and code useful in your research, please consider giving a star ⭐ and citation 📝 :)
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```bibtex
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@article{li2025dart,
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title = {Efficient Multi-turn RL for GUI Agents via Decoupled Training and Adaptive Data Curation},
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author={Li, Pengxiang and Hu, Zechen and Shang, Zirui and Wu, Jingrong and Liu, Yang and Liu, Hui and Gao, Zhi and Shi, Chenrui and Zhang, Bofei and Zhang, Zihao and Shi, Xiaochuan and Yu, Zedong and Wu, Yuwei and Wu, Xinxiao and Jia, Yunde and Xiang, Liuyu and He, Zhaofeng and Li, Qing},
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journal={arXiv preprint arXiv:2509.23866},
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year={2025}
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url = {https://arxiv.org/abs/2509.23866}
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}
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```
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## 🌟 Star History
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[![Star History Chart](https://api.star-history.com/svg?repos=computer-use-agents/dart-gui&type=Date)](https://star-history.com/#computer-use-agents/dart-gui&Date)

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