Update README.md

README.md

@@ -316,8 +316,13 @@ inputs = processor(
 For more usage tips, please refer to our [Github page](https://github.com/DeepLearnXMU/UME-R1).
 
 
-<!-- ## Citation
-If you find our work helpful, feel free to give us a cite.
-
+## Citation
+If you find our work useful, please consider citing it.
 ```
-``` -->
+@article{lan2025ume,
+  title={UME-R1: Exploring Reasoning-Driven Generative Multimodal Embeddings},
+  author={Lan, Zhibin and Niu, Liqiang and Meng, Fandong and Zhou, Jie and Su, Jinsong},
+  journal={arXiv preprint arXiv:2511.00405},
+  year={2025}
+}
+```