diff --git a/bib/pubs.bib b/bib/pubs.bib
index c96766b..f75202c 100644
--- a/bib/pubs.bib
+++ b/bib/pubs.bib
@@ -17,11 +17,11 @@ @InProceedings{XGrammar
 }
 
 @InProceedings{Helix,
-  author = {Mei, Yixuan and Zhuang, Yonghao and Miao, Xupeng and Yang, Juncheng and Jia, Zhihao and Vinayak, Rashmi},
+  author = {Yixuan Mei and Yonghao Zhuang and Xupeng Miao and Juncheng Yang and Zhihao Jia and Rashmi Vinayak},
   title = {Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow},
-  year = {2025},
-  month = {3},
-  url = {https://doi.org/10.1145/3669940.3707215},
+  year = 2025,
+  month = 3,
+  url = {https://arxiv.org/pdf/2406.01566},
   booktitle = {ASPLOS 2025},
 }