diff --git a/README.md b/README.md
index 6fb9c38..6342cff 100644
--- a/README.md
+++ b/README.md
@@ -224,10 +224,14 @@ python -m skillopt_webui.app --share
 ## Citation
 
 ```bibtex
-@article{skillopt2026,
-  title={SKILLOPT: Executive Strategy for Self-Evolving Agent Skills},
-  author={SkillOpt Team},
-  year={2026}
+@misc{yang2026skilloptexecutivestrategyselfevolving,
+      title={SkillOpt: Executive Strategy for Self-Evolving Agent Skills}, 
+      author={Yifan Yang and Ziyang Gong and Weiquan Huang and Qihao Yang and Ziwei Zhou and Zisu Huang and Yan Li and Xuemei Gao and Qi Dai and Bei Liu and Kai Qiu and Yuqing Yang and Dongdong Chen and Xue Yang and Chong Luo},
+      year={2026},
+      eprint={2605.23904},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2605.23904}
 }
 ```