diff --git a/index.html b/index.html
index fc686cb..c62b53a 100644
--- a/index.html
+++ b/index.html
@@ -51,7 +51,7 @@
         <div class="navbar-dropdown">
           <a class="navbar-item" href="https://arxiv.org/abs/2408.11363">ProteinGPT</a>
           <a class="navbar-item" href="https://arxiv.org/abs/2310.02469">PrivacyMind</a>
-          <a class="navbar-item" href="https://arxiv.org/abs/XXXX.XXXXX">TradingAgents</a>
+          <a class="navbar-item" href="https://arxiv.org/abs/2412.20138">TradingAgents</a>
         </div>
       </div>
     </div>
@@ -76,8 +76,8 @@
           </div>
           <div class="column has-text-centered">
             <div class="publication-links">
-              <span class="link-block"><a href="https://arxiv.org/abs/XXXX.XXXXX" 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/Yijia-Xiao/TradingAgents" 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>
+              <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 -->
             </div>
           </div>
@@ -419,8 +419,8 @@
 <footer class="footer">
   <div class="container">
     <div class="content has-text-centered">
-      <a class="icon-link" href="https://arxiv.org/abs/XXXX.XXXXX"><i class="fas fa-file-pdf"></i></a>
-      <a class="icon-link" href="https://github.com/Yijia-Xiao/TradingAgents"><i class="fab fa-github"></i></a>
+      <a class="icon-link" href="https://arxiv.org/abs/2412.20138"><i class="fas fa-file-pdf"></i></a>
+      <a class="icon-link" href="https://github.com/TradingAgents-AI"><i class="fab fa-github"></i></a>
     </div>
     <div class="columns is-centered">
       <div class="column is-8">