Update README.md

README.md

@@ -11,4 +11,15 @@ license: apache-2.0
 short_description: Understand and then segment.
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+## 📎 Citation
+If you find our work helpful, please cite the original paper:
+```
+@article{you2025segr1,
+  title={Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning},
+  author={You, Zuyao and Wu, Zuxuan},
+  journal={arXiv preprint arXiv:2506.22624},
+  year={2025}
+}
+```