diff --git a/index.html b/index.html
index ed82d04..e972b8a 100644
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+++ b/index.html
@@ -79,7 +79,7 @@ <h1 class="title is-1 publication-title">Switti: Designing Scale-Wise Transforme
                     <div class="publication-links">
                          <!-- Arxiv PDF link -->
                       <span class="link-block">
-                        <a href="TODO" target="_blank"
+                        <a href="https://arxiv.org/pdf/2412.01819" target="_blank"
                         class="external-link button is-normal is-rounded is-dark">
                         <span class="icon">
                           <i class="fas fa-file-pdf"></i>
@@ -248,6 +248,9 @@ <h2 class="subtitle has-text-centered">
         <img src="static/images/switti_metrics_results.png" alt="MY ALT TEXT" width="100%" />
         <h2 class="subtitle has-text-centered">
           Quantitative comparison of Switti to competing AR and diffusion-based models.
+          <p>
+          The best model is highlighted in <span style="color:red;">red</span>, the second-best in <span style="color:blue;">blue</span>, and the third-best in <span style="color:olive;">yellow</span> according to the respective automated metric.
+          </p>
         </h2>
     </div>
   </div>
@@ -330,7 +333,17 @@ <h2 class="subtitle has-text-centered">
   <section class="section" id="BibTeX">
     <div class="container is-max-desktop content">
       <h2 class="title">BibTeX</h2>
-      <pre><code>TODO</code></pre>
+      <pre><code>
+      @article{voronov2024switti,
+        title={Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis}, 
+        author={Anton Voronov and Denis Kuznedelev and Mikhail Khoroshikh and Valentin Khrulkov and Dmitry Baranchuk},
+        year={2024},
+        eprint={2412.01819},
+        archivePrefix={arXiv},
+        primaryClass={cs.CV},
+        url={https://arxiv.org/abs/2412.01819}
+      }
+    </code></pre>
     </div>
 </section>
 <!--End BibTex citation -->