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12 changes: 7 additions & 5 deletions README.md
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<div align='center'>
<a href='https://github.com/fudan-generative-vision/WAM-Diff'><img src='https://img.shields.io/github/stars/fudan-generative-vision/WAM-Diff?style=social'></a>
<a href='https://arxiv.org/abs/2512.11872'><img src='https://img.shields.io/badge/Paper-Arxiv-red'></a>
<a href='https://huggingface.co/fudan-generative-ai/WAM-Diff'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20HuggingFace-Model-yellow'></a>

</div>
<br>

## 📰 News

- **`2025/02/01`**: 🎉🎉🎉 Release the pretrained models on [Huggingface](https://huggingface.co/fudan-generative-ai/WAM-Diff).
- **`2025/12/06`**: 🎉🎉🎉 Paper submitted on [Arxiv](https://arxiv.org/pdf/2512.11872).

## 📅️ Roadmap

| Status | Milestone | ETA |
| :----: | :----------------------------------------------------------------------------------------------------: | :--------: |
| 🚀 | **[Release the inference source code](https://github.com/fudan-generative-vision/WAM-Diff)** | 2025.12.21 |
| 🚀 | **[Release the SFT and inf code](https://github.com/fudan-generative-vision/WAM-Diff)** | 2025.12.21 |
| 🚀 | **[Release pretrained models on Huggingface](https://huggingface.co/fudan-generative-ai/WAM-Diff)** | TBD |
| | **[Release the inference source code](https://github.com/fudan-generative-vision/WAM-Diff)** | 2025.12.21 |
| | **[Release the SFT and inf code](https://github.com/fudan-generative-vision/WAM-Diff)** | 2025.12.21 |
| | **[Release pretrained models on Huggingface](https://huggingface.co/fudan-generative-ai/WAM-Diff)** | 2026.02.01 |
| 🚀 | **[Release NAVSIM evaluation code](https://huggingface.co/fudan-generative-ai/WAM-Diff)** | TBD |
| 🚀 | **[Release the RL code](https://github.com/fudan-generative-vision/WAM-Diff)** | TBD |

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uv venv && uv sync
```
3. **Prepare the Model**
Download the pretrained WAM-Diff model from Hugging Face (pending release) to the `./model/WAM-Diff` directory:
Download the pretrained [WAM-Diff](https://huggingface.co/fudan-generative-ai/WAM-Diff) model from Hugging Face to the `./model/WAM-Diff` directory:
```
https://huggingface.co/fudan-generative-ai/WAM-Diff
```
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```

## 🤗 Acknowledgements
We gratefully acknowledge the contributors to the [LLaDA-V](https://github.com/ML-GSAI/LLaDA-V), repositories, whose commitment to open source has provided us with their excellent codebases and pretrained models.
We gratefully acknowledge the contributors to the [LLaDA-V](https://github.com/ML-GSAI/LLaDA-V), repositories, whose commitment to open source has provided us with their excellent codebases and pretrained models.