diff --git a/readme.md b/readme.md
index 8ac89f0..1df1823 100644
--- a/readme.md
+++ b/readme.md
@@ -2,7 +2,7 @@
MultiWorld: Scalable Multi-Agent Multi-View Video World Models
-
+

@@ -147,7 +147,7 @@ If you find our work useful for your research, please consider citing our paper:
@article{wu2025multiworld,
title={MultiWorld: Scalable Multi-Agent Multi-View Video World Models},
author={Wu, Haoyu and Yu, Jiwen and Zou, Yingtian and Liu, Xihui},
- journal={arXiv preprint arXiv:xxxx.xxxxx},
+ journal={arXiv preprint arXiv:2604.18564},
year={2026}
}
```