diff --git a/index.html b/index.html
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+++ b/index.html
@@ -66,7 +66,6 @@
           <h1 class="title is-1 publication-title">TradingAgents: Multi-Agents LLM Financial Trading Framework</h1>
           <div class="is-size-5 publication-authors">
             <a href="https://yijia-xiao.github.io/" target="_blank" rel="noopener noreferrer"><span class="author-block">Yijia Xiao<sup>1</sup></span></a>,
-            <!-- <span class="author-block">Yijia Xiao<sup>1</sup>,</span> -->
             <span class="author-block">Edward Sun<sup>1</sup>,</span>
             <span class="author-block">Di Luo<sup>1,2</sup>,</span>
             <span class="author-block">Wei Wang<sup>1</sup></span>
@@ -79,7 +78,7 @@
             <div class="publication-links">
               <span class="link-block"><a href="https://arxiv.org/abs/2412.20138" class="external-link button is-normal is-rounded is-dark"><span class="icon"><i class="fas fa-file-pdf"></i></span><span>Paper</span></a></span>
               <span class="link-block"><a href="https://github.com/TradingAgents-AI" class="external-link button is-normal is-rounded is-dark"><span class="icon"><i class="fab fa-github"></i></span><span>Code</span></a></span>
-              <!-- Add more links if available -->
+              <span class="link-block"><a href="#citation-ref" class="external-link button is-normal is-rounded is-dark"><span class="icon"><i class="fas fa-quote-right"></i></span><span>Citation</span></a></span>
             </div>
           </div>
         </div>
@@ -417,23 +416,20 @@
   </div>
 </section>
 
-<section class="section">
-  <div class="container is-max-desktop">
-    <div class="columns is-centered">
-      <div class="column is-full-width">
-        <h2 class="title is-3">Citation</h2>
-        <div class="content has-text-justified">
-          <p>Please reference our work if you find <strong>TradingAgents</strong> provides you with some help :)</p>
-          
-          <pre><code>@article{xiao2024tradingagents,
-  title={TradingAgents: Multi-Agents LLM Financial Trading Framework},
-  author={Xiao, Yijia and Sun, Edward and Luo, Di and Wang, Wei},
-  journal={arXiv preprint arXiv:2412.20138},
-  year={2024}
-}</code></pre>
-        </div>
-      </div>
-    </div>
+<section id="citation-ref" class="section">
+  <div class="container content">
+    <h2 class="title">BibTeX</h2>
+    <pre><code>@inproceedings{xiao2025tradingagentsmultiagentsllmfinancial,
+      title        = {TradingAgents: Multi-Agents LLM Financial Trading Framework},
+      author       = {Yijia Xiao and Edward Sun and Di Luo and Wei Wang},
+      booktitle    = {Multi-Agent AI in the Real World @ AAAI 2025},
+      year         = {2025},
+      eprint       = {2412.20138},
+      archivePrefix= {arXiv},
+      primaryClass = {q-fin.TR},
+      url          = {https://arxiv.org/abs/2412.20138},
+      note         = {Workshop paper},
+    }</code></pre>
   </div>
 </section>