diff --git a/index.html b/index.html
index 17313625..fee0ebe9 100644
--- a/index.html
+++ b/index.html
@@ -700,7 +700,7 @@ <h2>
             <img src="asset/NVILA.png" alt="Logo" style="width: 160px; height: auto; margin-right: 3px;">: Efficient
             Frontier Visual Language Models
         </h2>
-        <p>Enable large model training with limited resources</p>
+        <p>Train Cheaper, Run Faster, Perform Better!</p>
 
         <!-- Add author and institution information -->
         <div style="margin-top: 20px; text-align: center;">
@@ -730,7 +730,7 @@ <h2>
                 <a href="#" target="_blank" style="color: #76b900;">Xiaolong Wang</a><sup>1,4</sup>,
                 <a href="#" target="_blank" style="color: #76b900;">Pavlo Molchanov</a><sup>1</sup>,
                 <a href="https://jankautz.com/" target="_blank" style="color: #76b900;">Jan Kautz</a><sup>1</sup>,
-                <a href="#" target="_blank" style="color: #76b900;">Hongxu Yin</a><sup>1</sup>,
+                <a href="https://hongxu-yin.github.io/" target="_blank" style="color: #76b900;">Hongxu Yin</a><sup>1,‡</sup>,
                 <a href="https://hanlab.mit.edu/songhan/" target="_blank" style="color: #76b900;">Song
                     Han</a><sup>1,2‡</sup>,
                 <a href="https://scholar.google.com/citations?user=OI7zFmwAAAAJ&hl=en/" target="_blank"
@@ -1214,7 +1214,8 @@ <h3> Video Results </h3>
         <!--BibTex citation -->
         <div id="bibtex" class="description-content">
             <h2 class="title">
-                <button onclick="copyToClipboard()" class="button">BibTeX (click to copy)</button>
+                BibTeX
+                <button onclick="copyToClipboard()" > click to copy</button>
             </h2>
         </div>
         <section class="citation" id="BibTeX">
@@ -1234,7 +1235,7 @@ <h2 class="title">
             function copyToClipboard() {
                 const bibtexContent = document.querySelector('#BibTeX pre code').textContent;
                 navigator.clipboard.writeText(bibtexContent).then(() => {
-                    alert('BibTeX content copied to clipboard!');
+                    alert("NVILA's BibTeX content copied to clipboard!");
                 }).catch(err => {
                     console.error('Failed to copy text: ', err);
                 });