Update README.md

README.md

@@ -62,10 +62,14 @@ For installation, training, and evaluation instructions, please refer to:
 ## Citation
 
 ```bibtex
-@misc{chai2025auroracapefficientperformantvideo,
-      title={AuroraCap: Efficient, Performant Video Detailed Captioning},
-      author={Wenhao Chai et al.},
-      year={2025}
+@misc{song2025videonsanativesparseattention,
+      title={VideoNSA: Native Sparse Attention Scales Video Understanding}, 
+      author={Enxin Song and Wenhao Chai and Shusheng Yang and Ethan Armand and Xiaojun Shan and Haiyang Xu and Jianwen Xie and Zhuowen Tu},
+      year={2025},
+      eprint={2510.02295},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2510.02295}, 
 }
 ```