diff --git a/index.html b/index.html
index 59dea19..9294bd7 100644
--- a/index.html
+++ b/index.html
@@ -54,7 +54,8 @@ <h1 class="logo"><a href="index.html">PSALM Lab</a></h1>
                <ul>
                   <li><a href="#mentors">Mentors</a></li>
                   <li><a href="#collaborators">Collaborators</a></li>
-                  <li class="dropdown"><a href="#about"><span>Prabhat K. Mishra</span> <i class="bi bi-chevron-right"></i></a>
+                  <li><a href="#about">Prabhat K. Mishra</a></li>
+                  <!-- <li class="dropdown"><a href="#about"><span>Prabhat K. Mishra</span> <i class="bi bi-chevron-right"></i></a>
                     <ul>
                       <li><a href="#education_experience">Education & Experience</a></li>
                       <li><a href="#teaching">Teaching</a></li>
@@ -62,7 +63,7 @@ <h1 class="logo"><a href="index.html">PSALM Lab</a></h1>
                       <li><a href="#awards">Awards</a></li>
                       <li><a href="#outreach">Outreach</a></li>
                      </ul>
-                  </li>                                                  
+                  </li>                                                   -->
                 </ul>
               </li>
 
@@ -192,7 +193,7 @@ <h2 class="animate__animated animate__fadeInDown">Predictive Stochastic Adaptive
       <div class="container" data-aos="fade-up">
   
         <header class="section-header">        
-            <h3>News and Announcements</h3>
+            <h3>News & Announcements</h3>
         </header>
           
         <ul>
@@ -266,7 +267,7 @@ <h1>Outreach</h1>
 
       <ol>
         <li>Member of the Humanitarian Technology Board (HTB) project proposals, IEEE</li>
-        <li>Member of the Chancellor’s Innovation Fund Review Committee, MIT, USA</li>
+        <li>Member of the Chancellor's Innovation Fund Review Committee, MIT, USA</li>
         <li>Member of the Search committee for research scientist, National Center for Supercomputing Applications, UIUC, USA</li>
         <li>Reviewer of 
           <ol>
@@ -375,8 +376,8 @@ <h1>Collaborating Organizations</h3>
 
 
 
-
-  
+    <!-- People -->
+    <section id = "people"></section>
     <!-- ======= Team Section ======= -->
     <section id="team">
       <div class="container" data-aos="fade-up">
@@ -628,6 +629,9 @@ <h4>Rolf Findeisen</h4>
       </div>
     </section><!-- End Team Section -->
 
+    <section id = "research"></section>
+    <!-- Publications -->
+    <section id = "publications"></section>
     <section id="Portfolio" class="section-bg">
       <div class="container" data-aos="fade-up">
 
@@ -645,8 +649,8 @@ <h1>Preprint</h3>
          <h1>Journal</h3>
         
          <ol>	
-         <li><p>Prabhat K. Mishra, Girish Chowdhary, Prashant G. Mehta, "<a href = "https://arxiv.org/abs/2101.05941"> Minimum variance constrained estimator"</a>, (in press) Automatica. </li>
-         <li><p>Prabhat K. Mishra, Sanket S. Diwale, Colin N. Jones, Debasish Chatterjee, "<a href = "https://arxiv.org/abs/2006.04367"> Reference tracking stochastic model predictive control over unreliable channels and bounded control actions"</a>, Automatica. </li>
+         <li><p>Prabhat K. Mishra, Girish Chowdhary, Prashant G. Mehta, "<a href = "https://doi.org/10.1016/j.automatica.2021.110106"> Minimum variance constrained estimator"</a>, Automatica, Volume 137, 2022. </li>
+         <li><p>Prabhat K. Mishra, Sanket S. Diwale, Colin N. Jones, Debasish Chatterjee, "<a href = "https://doi.org/10.1016/j.automatica.2021.109512"> Reference tracking stochastic model predictive control over unreliable channels and bounded control actions"</a>, Automatica, Volume 127, 2021. </li>
          <li><p>Prabhat K. Mishra, Debasish Chatterjee, Daniel E. Quevedo,"<a href = "https://doi.org/10.1016/j.automatica.2020.109012">Stochastic predictive control under intermittent observations and unreliable actions"</a>, Automatica, Volume 118, 2020.</p>
          </li>
          <li><p>Prabhat K. Mishra, Debasish Chatterjee, Daniel E. Quevedo,
@@ -665,7 +669,7 @@ <h1>Journal</h3>
          <h1>Conference</h3>
         
          <ol>
-         <li><p>Mateus V. Gasparino, Prabhat K. Mishra, Girish Chowdhary, "<a href = "">Unmatched uncertainty mitigation through neural network supported model predictive control</a>", accepted IEEE Conference on Decision and Control (CDC) 2023. </li>
+         <li><p>Mateus V. Gasparino, Prabhat K. Mishra, Girish Chowdhary, "<a href = "https://doi.org/10.48550/arXiv.2304.11315">Unmatched uncertainty mitigation through neural network supported model predictive control</a>", accepted IEEE Conference on Decision and Control (CDC) 2023. </li>
  
          <li><p>Prabhat K. Mishra, Tixian Wang, Mattia Gazzola, Girish Chowdhary, "<a href = "https://arxiv.org/pdf/2004.02358.pdf"> Centralized model predictive control with distributed adaptation"</a>, IEEE Conference on Decision and Control (CDC), 2020. </li>
          <li><p>Prabhat K. Mishra, Daniel E. Quevedo, Debasish Chatterjee,