Update README.md

README.md

@@ -10,7 +10,7 @@ pipeline_tag: text-generation
 
 # ReFusion
 
-[![arXiv](https://img.shields.io/badge/Paper-arXiv-red.svg)]()
+[![arXiv](https://img.shields.io/badge/Paper-arXiv-red.svg)](http://arxiv.org/abs/2512.13586)
 [![GitHub](https://img.shields.io/badge/GitHub-ReFusion-black?logo=github)](https://github.com/ML-GSAI/ReFusion)
 
 **ReFusion** is a masked diffusion model that achieves superior performance and efficiency, featuring full KV cache reuse while simultaneously supporting any-order generation.
@@ -435,3 +435,18 @@ if __name__ == '__main__':
     main()
 ```
 
+# Citation
+
+If you find our work helpful, please consider citing our paper.
+
+```bibtex
+@misc{li2025refusiondiffusionlargelanguage,
+      title={ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding}, 
+      author={Jia-Nan Li and Jian Guan and Wei Wu and Chongxuan Li},
+      year={2025},
+      eprint={2512.13586},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2512.13586}, 
+}
+```