Update README.md

README.md

@@ -185,6 +185,15 @@ print("RM Scores:", scores)
 Please refer to [https://github.com/LARK-AI-Lab/CodeScaler](https://github.com/LARK-AI-Lab/CodeScaler) for rl training details.
 
 ## Citation
+If you find our work helpful, please consider citing:
 ```
-
+@misc{zhu2026codescalerscalingcodellm,
+      title={CodeScaler: Scaling Code LLM Training and Test-Time Inference via Execution-Free Reward Models}, 
+      author={Xiao Zhu and Xinyu Zhou and Boyu Zhu and Hanxu Hu and Mingzhe Du and Haotian Zhang and Huiming Wang and Zhijiang Guo},
+      year={2026},
+      eprint={2602.17684},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2602.17684}, 
+}
 ```