diff --git a/index.html b/index.html
index db5ba38..2943e54 100644
--- a/index.html
+++ b/index.html
@@ -118,7 +118,7 @@ <h2 class="title is-4">NeurIPS 2024</h2>
             <div class="publication-links">
               <span class="link-block">
                  <!-- add here later. -->
-                <a href=""                
+                <a href="https://arxiv.org/abs/2410.11187"                
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="ai ai-arxiv"></i>
@@ -153,7 +153,7 @@ <h2 class="title is-4">NeurIPS 2024</h2>
                   <span class="icon">
                       <i class="fab fa-github"></i>
                   </span>
-                  <span>Code</span>
+                  <span>Code(<i>coming soon</i>)</span>
                   </a>
               </span>
               <!-- Dataset Link. -->
@@ -163,7 +163,7 @@ <h2 class="title is-4">NeurIPS 2024</h2>
                   <span class="icon">
                       <i class="far fa-images"></i>
                   </span>
-                  <span>Data</span>
+                  <span>Data(<i>coming soon</i>)</span>
                 </a>
               </span>
             </div>