Update README.md

README.md

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 ---
 license: apache-2.0
+language:
+- en
+base_model:
+- tencent/HunyuanVideo
+- Qwen/Qwen2.5-VL-7B-Instruct
+pipeline_tag: any-to-any
+tags:
+- video
 ---
+<div align="center">
+
+<h1><b>UniVideo: Unified Understanding, Generation, and Editing for Videos</b></h1>
+
+</div>
+
+<div align="center">
+  
+**[Cong Wei<sup>*,1,2</sup>](https://congwei1230.github.io/) &ensp;**
+**[Quande Liu<sup>†,2</sup>](https://liuquande.github.io/) &ensp;**
+**[Zixuan Ye<sup>2</sup>](https://openreview.net/profile?id=~Zixuan_Ye1) &ensp;** 
+**[Qiulin Wang<sup>2</sup>](https://scholar.google.com/citations?user=3vvZdy8AAAAJ&hl=en) &ensp;**
+**[Xintao Wang<sup>2</sup>](https://xinntao.github.io/)**
+
+**[Pengfei Wan<sup>2</sup>](https://magicwpf.github.io/) &ensp;**
+**[Kun Gai<sup>2</sup>](https://openreview.net/profile?id=~Kun_Gai1) &ensp;**
+**[Wenhu Chen<sup>†,1</sup>](https://wenhuchen.github.io/)**
+  <p>
+    <sup>1</sup>University of Waterloo &nbsp;&nbsp;
+    <sup>2</sup>Kling Team, Kuaishou Technology<br>
+    <sup>*</sup>Work done during an internship at Kling Team, Kuaishou Technology
+    <sup>†</sup>Corresponding author
+  </p>
+</div>
+
+<p align="center">
+  <a href='https://congwei1230.github.io/UniVideo/'><img src='https://img.shields.io/badge/Project-Page-Green'></a>
+  &nbsp;
+  <a href="https://arxiv.org/abs/2510.08377"><img src="https://img.shields.io/static/v1?label=Arxiv&message=UniVideo&color=red&logo=arxiv"></a>
+  &nbsp;
+  <a href='https://huggingface.co/KlingTeam/UniVideo'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Model-orange'></a>
+  &nbsp;
+  <a href="https://github.com/KlingTeam/UniVideo">
+    <img src="https://img.shields.io/badge/GitHub-Code-red?logo=github">
+  </a>
+</p>
+
+
+## 🔔News
+
+- [2026-01-07]: Released [Code](https://github.com/KlingTeam/UniVideo) and [Model](https://huggingface.co/KlingTeam/UniVideo).
+- [2025-10-09]: Released [Arxiv Preprint](https://arxiv.org/abs/2510.08377) and the [Project Page](https://congwei1230.github.io/UniVideo/)
+
+## How to use
+
+- Please refer to [**🔗 GitHub**](https://github.com/KlingTeam/UniVideo) for usage.
+
+
+## Acknowledgement
+
+- [HunyuanVideo](https://github.com/Tencent-Hunyuan/HunyuanVideo): the base video generation model used in this work. Thanks to the authors for their excellent contribution.
+- [Qwen2.5-VL](https://github.com/QwenLM): the base vlm model used in this work. Thanks to the authors for their excellent contribution.
+- [MetaQueries](https://xichenpan.com/metaquery/): we adopt their query implementation. Thanks to the authors for their excellent contribution.
+
+## 🌟 Citation
+
+If you find UniVideo useful for your research and applications, please cite using this BibTeX:
+
+```bibtex
+@article{wei2025univideo,
+  title={Univideo: Unified understanding, generation, and editing for videos},
+  author={Wei, Cong and Liu, Quande and Ye, Zixuan and Wang, Qiulin and Wang, Xintao and Wan, Pengfei and Gai, Kun and Chen, Wenhu},
+  journal={arXiv preprint arXiv:2510.08377},
+  year={2025}
+}
+```