Update README.md

README.md

@@ -59,10 +59,13 @@ Built on the Robbyant Team's [LingBot-VA](https://github.com/Robbyant/lingbot-va
 
 ```bibtex
 @misc{yang2026eventaligned,
-  title={Event-Aligned Visual Action Reasoning for World Action Models},
-  author={Yang, Xiaomeng and Wu, Yushu and Gao, Yi and Lei, Yuhao and Zhang, Xuan and Zhao, Pu and Wang, Yanzhi},
-  year={2026},
-  note={Preprint; arXiv ID pending}
+  title         = {Event-Aligned Visual Action Reasoning for World Action Models},
+  author        = {Yang, Xiaomeng and Wu, Yushu and Gao, Yi and Lei, Yuhao and Zhang, Xuan and Zhao, Pu and Wang, Yanzhi},
+  year          = {2026},
+  eprint        = {2610.09427},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2610.09427}
 }
 ```