Update README.md

README.md

@@ -31,6 +31,9 @@ language:
   <a href="https://huggingface.co/IAAR-Shanghai/MARA_AGENTS">
     <img src="https://img.shields.io/badge/🤗%20Hugging%20Face-MARA_AGENTS-yellow" alt="Hugging Face"/>
   </a>
+    <a href="https://arxiv.org/abs/2505.19743">
+        <img src="https://img.shields.io/badge/arXiv-Paper-8B0000?style=flat-square&logo=arxiv&logoColor=white">
+    </a>
 </div>
 
 
@@ -90,4 +93,16 @@ The source code and implementation details are open-sourced at [MARA](https://gi
         </td>
     </tr>
 </table>
-More details and analyses about experimental results can be found in our paper.
+
+More details and analyses about experimental results can be found in our [paper](https://arxiv.org/abs/2505.19743).
+
+###  ✍️ Citation
+If the code or the paper has been useful in your research, please add a citation to our work:
+```
+@article{zhang2025tokenlevelacceptrejectmicro,
+      title={Token-level Accept or Reject: A Micro Alignment Approach for Large Language Models}, 
+      author={Yang Zhang and Yu Yu and Bo Tang and Yu Zhu and Chuxiong Sun and Wenqiang Wei and Jie Hu and Zipeng Xie and Zhiyu Li and Feiyu Xiong and Edward Chung},
+      journal={arXiv preprint arXiv:2505.19743},
+      year={2025}
+}
+```