update README.md for arxiv paper and project page

README.md

@@ -17,15 +17,15 @@ tags:
 > 
 > Dar-Yen Chen, Hmrishav Bandyopadhyay, Kai Zou, Yi-Zhe Song
 
-![](./assets/banner.jpg)
+[[arXiv Paper]](https://arxiv.org/abs/2412.02030) [[Project Page]](https://chendaryen.github.io/NitroFusion.github.io/)
 
-<!-- arXiv Paper: []()
+<!-- GitHub Repository: []() -->
 
-Official GitHub Repository: []()
+![](./assets/banner.jpg)
 
-Project Page: []() -->
 
 ## News
+* 04 Dec 2024: [Paper](https://arxiv.org/abs/2412.02030) is released on arXiv, and the [project page](https://chendaryen.github.io/NitroFusion.github.io/) is now public.
 * 30 Nov 2024: Our single-step text-to-image demo is publicly available on [🤗 Hugging Face Space](https://huggingface.co/spaces/ChenDY/NitroFusion_1step_T2I).
 * 29 Nov 2024: Released two checkpoints: **NitroSD-Realism** and **NitroSD-Vibrant**.