diff --git a/README.md b/README.md
index e926b19e..0f805bed 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@ booktitle={Ninth Conference on Machine Learning and Systems},
 year={2026},
 location={Bellevue, WA, USA},
 series={MLSys '26},
-url={https://openreview.net/forum?id=s2WcSv2Hzt}
+url={https://arxiv.org/abs/2605.11333}
 }
 ```