Link the arXiv paper

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@@ -58,7 +58,7 @@ code, .repo { font-family: ui-monospace, SFMono-Regular, "SF Mono", Menlo, Conso
   <p class="corr"><sup>*</sup>Corresponding author: <a href="mailto:can.jin@rutgers.edu">can.jin@rutgers.edu</a>. Work done during an
     internship at Adobe Research.</p>
   <div class="badges">
-    <a href="https://github.com/jincan333/ShellElastic/blob/main/paper/ShellElastic.pdf"><img alt="Paper" src="https://img.shields.io/badge/Paper-PDF-b31b1b?style=for-the-badge"></a>
+    <a href="https://arxiv.org/pdf/2610.15124"><img alt="Paper" src="https://img.shields.io/badge/Paper-PDF-b31b1b?style=for-the-badge"></a>
     <a href="https://jincan333.github.io/ShellElastic_page"><img alt="Project Page" src="https://img.shields.io/badge/Project-Page-2f6db5?style=for-the-badge"></a>
     <a href="https://github.com/jincan333/ShellElastic"><img alt="Code" src="https://img.shields.io/badge/Code-GitHub-181717?style=for-the-badge&amp;logo=github&amp;logoColor=white"></a>
     <a href="#checkpoints"><img alt="Checkpoints" src="https://img.shields.io/badge/Checkpoints-Hugging%20Face-ffd21e?style=for-the-badge&amp;logo=huggingface&amp;logoColor=white"></a>