Update README.md

README.md

@@ -7,16 +7,19 @@ base_model:
 ---
 ## SR-Scientist: Scientific Equation Discovery With Agentic AI
 
-This is the checkpoint from the RL training, which used Qwen3-Coder-30B-A3B-Instruct as a backbone in the paper ['SR-Scientist: Scientific Equation Discovery With Agentic AI'](). For usage, please refer to the [code](https://github.com/GAIR-NLP/SR-Scientist).
+This is the checkpoint from the RL training, which used Qwen3-Coder-30B-A3B-Instruct as a backbone in the paper ['SR-Scientist: Scientific Equation Discovery With Agentic AI'](https://arxiv.org/abs/2510.11661). For usage, please refer to the [code](https://github.com/GAIR-NLP/SR-Scientist).
 
 ### 🖋️ Citation
 
 Please cite the paper if the resource in this repo or the paper is helpful to you.
 ```bibtex
-@article{xia2025SR,
+@misc{xia2025srscientist,
       title={SR-Scientist: Scientific Equation Discovery With Agentic AI}, 
-      author={Xia, Shijie and Sun, Yuhan and Liu, Pengfei},
-      journal={arXiv preprint arXiv:},
-      year={2025}
+      author={Shijie Xia and Yuhan Sun and Pengfei Liu},
+      year={2025},
+      eprint={2510.11661},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2510.11661}, 
 }
 ```