Update README.md

README.md

@@ -15,7 +15,7 @@ pipeline_tag: image-feature-extraction
 <h1 style="font-size: 2.5em; text-align: center;">VISReg: Variance-Invariance-Sketching Regularization for JEPA training</h1>
 
 <p align="center">
-    <a href=""><img src="" alt="arXiv"></a>
+    <a href="https://arxiv.org/abs/2606.02572v1"><img src="https://img.shields.io/badge/arXiv-2606.02572-b31b1b.svg" alt="arXiv"></a>
     <a href="https://haiyuwu.github.io/visreg/"><img src="https://img.shields.io/badge/Project-Page-blue" alt="Project Page"></a>
     <a href="https://github.com/HaiyuWu/visreg"><img src="https://img.shields.io/badge/GitHub-Code-black?logo=github" alt="GitHub"></a>
 </p>