Update pipeline tag and add paper link

README.md

@@ -1,17 +1,20 @@
 ---
+base_model:
+- tencent/HunyuanImage-3.0-Instruct
 language:
 - en
 - zh
-base_model:
-- tencent/HunyuanImage-3.0-Instruct
-pipeline_tag: image-text-to-image
+pipeline_tag: image-to-image
 ---
+
 <div align="center">
 <img src="./assets/tencent-hy-wu-logo.svg" alt="HY-WU Logo" width="600">
 
 # HY-WU (Part I): An Extensible Functional Neural Memory Framework and An Instantiation in Text-Guided Image Editing
 </div>
 
+This repository contains the official implementation and model weights for the paper [HY-WU (Part I): An Extensible Functional Neural Memory Framework and An Instantiation in Text-Guided Image Editing](https://huggingface.co/papers/2603.07236).
+
 <div align="center">
   <img src="./assets/teaser.png" alt="HY-WU Teaser" width="800">
 </div>
@@ -20,7 +23,7 @@ pipeline_tag: image-text-to-image
   <a href=https://tencent-hy-wu.github.io/ target="_blank"><img src=https://img.shields.io/badge/🌐%20Demo-4285F4.svg height=22px></a>
   <a href=https://huggingface.co/tencent/HY-WU target="_blank"><img src=https://img.shields.io/badge/%F0%9F%A4%97%20HuggingFace-d96902.svg height=22px></a>
   <a href=https://github.com/Tencent-Hunyuan/HY-WU target="_blank"><img src=https://img.shields.io/badge/GitHub-181717.svg?logo=github height=22px></a>
-  <a href=https://github.com/Tencent-Hunyuan/HY-WU/assets/report.pdf target="_blank"><img src=https://img.shields.io/badge/Report-b5212f.svg?logo=arxiv height=22px></a>
+  <a href=https://arxiv.org/abs/2603.07236 target="_blank"><img src=https://img.shields.io/badge/Report-b5212f.svg?logo=arxiv height=22px></a>
   <a href=https://x.com/TencentHunyuan target="_blank"><img src=https://img.shields.io/badge/Hunyuan-black.svg?logo=x height=22px></a>
   <a href=https://docs.qq.com/doc/DUVVadmhCdG9qRXBU target="_blank"><img src=https://img.shields.io/badge/📚-PromptHandBook-grey.svg?logo=book height=22px></a>
 </div>
@@ -32,7 +35,7 @@ pipeline_tag: image-text-to-image
 
 ## 🔥 News
 
-- **March 6, 2025**: 🎉 **[HY-WU](https://github.com/Tencent-Hunyuan/HY-WU)** open source - Inference code and model weights publicly available.
+- **March 6, 2026**: 🎉 **[HY-WU](https://github.com/Tencent-Hunyuan/HY-WU)** open source - Inference code and model weights publicly available.
 
 ## 🗂️ Contents
 - [🔥 News](#-news)
@@ -169,8 +172,6 @@ python gradio/app.py
 
 > 🌐 **Web Interface:** Open your browser and navigate to `http://localhost:7680` or shared link.
 
-</details>
-
 ## 🧱 Memory Requirement
 
 | Base model param   | HY-WU param | Recommended VRAM        |
@@ -200,13 +201,10 @@ Given that these commercial systems are likely trained with substantially larger
 If you find HY-WU useful in your research, please cite our work:
 
 ```bibtex
-@misc{wu2026hy-wu,
-  author = {Tencent HY Team, Mengxuan Wu, Xuanlei Zhao, Ziqiao Wang, Ruichfeng Feng, Atlas Wang, Qinglin Lu, and Kai Wang},
-  title = {HY-WU (Part I): An Extensible Functional Neural Memory Framework and An Instantiation in Text-Guided Image Editing},
-  year = {2026},
-  publisher = {GitHub},
-  journal = {GitHub repository},
-  howpublished = {\url{https://github.com/Tencent-Hunyuan/HY-WU}},
-  note = {Preprint}
+@article{wu2026hy-wu,
+  title={HY-WU (Part I): An Extensible Functional Neural Memory Framework and An Instantiation in Text-Guided Image Editing},
+  author={Tencent HY Team, Mengxuan Wu, Xuanlei Zhao, Ziqiao Wang, Ruicheng Feng, Atlas Wang, Qinglin Lu, and Kai Wang},
+  journal={arXiv preprint arXiv:2603.07236},
+  year={2026}
 }
 ```