Update about.liquid

Author: abhilash-neog

_layouts/about.liquid

@@ -104,11 +104,17 @@ layout: default_about
     {% endif %}
 
     <!--Research Introduction -->
-    <h2>
-      Research
-    </h2>
-    <div class="research">
-      <iframe width="560" height="315" src="https://www.youtube.com/embed/POsGBquHFaY" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+    <div class="research-section" style="margin-top: 50px;">
+      <h2>
+        Research
+      </h2>
+      <div class="research-content">
+        <p>
+          The key motivation behind KGML is to improve the interpretability and generalization power of ML models, especially on out-of-sample distributions and even in the paucity of gold-standard data. 
+          To gain more insight into our research, have a look at this <strong>NeurIPS talk</strong> given by <strong>Anuj Karpatne</strong> where he discusses how integrating physics with deep learning can enhance scientific problem-solving, highlighting the limitations of black box methods.
+        </p>
+        <iframe width="100%" height="315" src="https://www.youtube.com/embed/POsGBquHFaY" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+      </div>
     </div>
 
     <!-- Projects -->