Update README.md

README.md

@@ -134,3 +134,14 @@ MolParse is released under the **MIT License**.
 See [LICENSE](./LICENSE) for more details.
 
 ---
+
+## Citation
+
+```bibtex
+@article{wen2026innovator,
+  title={Innovator-VL: A Multimodal Large Language Model for Scientific Discovery},
+  author={Wen, Zichen and Yang, Boxue and Chen, Shuang and Zhang, Yaojie and Han, Yuhang and Ke, Junlong and Wang, Cong and others},
+  journal={arXiv preprint arXiv:2601.19325},
+  year={2026}
+}
+```