diff --git a/docs/index.html b/docs/index.html
index 149d81d..6be8688 100644
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+++ b/docs/index.html
@@ -159,11 +159,7 @@
     <p style="font-size: 1.05rem; color: var(--text-secondary); margin-bottom: 4px;"><a href="https://riddlehe.github.io/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Muyu He</a>, <a href="https://aditj.github.io/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Adit Jain</a>, <a href="https://anandk27.github.io/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Anand Kumar</a>, <a href="https://www.linkedin.com/in/vincent-tu-422b18208/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Vincent Tu</a>, <a href="https://www.linkedin.com/in/soumyadeep-bakshi/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Soumyadeep Bakshi</a>, <a href="https://www.linkedin.com/in/sachinpatro/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Sachin Patro</a>, <a href="https://www.nazneenrajani.com/" style="color: var(--text-secondary); text-decoration: none; border-bottom: 1.5px solid #D4C8B8;">Nazneen Rajani</a></p>
     <p style="font-size: 0.88rem; margin-bottom: 16px;"><a href="https://www.collinear.ai/" style="color: #E8864A; text-decoration: none;">Collinear AI</a></p>
     <div class="publication-links">
-      <a href="#" class="button is-dark is-rounded">
-        <span class="icon"><i class="fas fa-file-pdf"></i></span>
-        <span>Paper</span>
-      </a>
-      <a href="#" class="button is-dark is-rounded">
+      <a href="https://arxiv.org/abs/2604.01212" class="button is-dark is-rounded">
         <span class="icon"><i class="ai ai-arxiv"></i></span>
         <span>arXiv</span>
       </a>