Update README.md

README.md

@@ -25,4 +25,19 @@ base_model:
 
 ### Links
 - **GitHub Repository:** [https://github.com/little1d/MolAct](https://github.com/little1d/MolAct)
-- **Framework:** Agentic RL with tool-integrated feedback.
+- **ArXiv** [https://arxiv.org/abs/2512.20135](https://arxiv.org/abs/2512.20135)
+
+
+If you use MolAct in your research, please cite:
+
+```bibtex
+@article{molact2025,
+  title={MolAct: An Agentic RL Framework for Molecular Editing and Property Optimization},
+  author={Zhuo Yang and Yeyun Chen and Jiaqing Xie and Ben Gao and Shuaike Shen and Wanhao Liu and Liujia Yang and Beilun Wang and Tianfan Fu and Yuqiang Li},
+  year={2025},
+  eprint={2512.20135},
+  archivePrefix={arXiv},
+  primaryClass={cs.AI},
+  url={https://arxiv.org/abs/2512.20135}
+}
+```