diff --git a/Dmitrii_Avdiukhin_CV.pdf b/Dmitrii_Avdiukhin_CV.pdf
index 91e5283..b6f0ef9 100644
Binary files a/Dmitrii_Avdiukhin_CV.pdf and b/Dmitrii_Avdiukhin_CV.pdf differ
diff --git a/index.html b/index.html
index 0c6c45f..f0aa5c2 100644
--- a/index.html
+++ b/index.html
@@ -54,25 +54,27 @@ <h1>Dmitrii Avdiukhin</h1><br>
                          width="100%" align="left">
                 </div>
                 <div class="col-6 col-sm-9" align="left">
-                    <p class="lead">Ph.D. student, Indiana University (2017-current)</p>
-                    <p class="lead">Advisor: <a href="http://grigory.us">Grigory Yaroslavtsev</a></p>
+                    <p class="lead">Ph.D. student, Indiana University (2017-2023, advisor: <a href="http://grigory.us">Grigory Yaroslavtsev</a>)</p>
                     <h3>Research interests</h3>
                     <ul class="w3-ul w3-small">
                         <li> Convex and nonconvex optimization
                         <li> Machine learning
                         <li> Hierarchical clustering
+                        <li> Approximation algorithms
                     </ul>
                 </div>
             </div>
         </center>
-        <center><h5><span class="rcorners1">
-            I'm graduating in May 2023 and looking for a postdoc position.
-            I'm interested in continuous optimization, machine learning, hierarchical clustering and algorithms.
-            Please contact me if you are interested:<br> davdyukh (at) iu (dot) edu.
-            <br/>
-            <a href="Dmitrii_Avdiukhin_CV.pdf">My CV</a> and <a href="Research_Statement.pdf">Research Statement</a>
-        </span></h5></center>
-        <br><br>
+        <br>
+        <center><div class="col-md-9 col-sm-12"><h5>Starting from September 2023, I am joining Northwestern University as a Postdoctoral Scholar in the Department of Computer Science.</h5></div></center>
+<!--        <center><h5><span class="rcorners1">-->
+<!--            I'm graduating in May 2023 and looking for a postdoc position.-->
+<!--            I'm interested in continuous optimization, machine learning, hierarchical clustering and algorithms.-->
+<!--            Please contact me if you are interested:<br> davdyukh (at) iu (dot) edu.-->
+<!--            <br/>-->
+<!--            <a href="Dmitrii_Avdiukhin_CV.pdf">My CV</a> and <a href="Research_Statement.pdf">Research Statement</a>-->
+<!--        </span></h5></center>-->
+        <br>
 
 
 <!--        <h3>Past research interests</h3>-->
@@ -93,7 +95,7 @@ <h3>Selected Publications</h3>
                         <a href="https://dblp.org/pid/172/0900.html">O. Fischer</a>,
                         <a href="https://www.saumandas.com/">S. Das</a>, and
                         <a href="https://www.linkedin.com/in/faraz-mirza-b8b438209/">F. Mirza</a>.
-                        "Tree Learning: Optimal Algorithms and Sample Complexity"
+                        "Tree Learning: Optimal Algorithms and Sample Complexity" <a href="https://ojs.aaai.org/index.php/AAAI/article/view/25822">[paper]</a>
                     </dd>
                     <dd class="col-sm-2">NeurIPS 2021</dd>
                     <dd class="col-sm-10">D. Avdiukhin., and <a href="http://grigory.us">G. Yaroslavtsev</a>.
@@ -191,6 +193,9 @@ <h3>Talks and Posters</h3>
 
         <h3>Invited Talks</h3>
         <dl class="row">
+            <dd class="col-2">SIAM OP 2023</dd>
+            <dd class="col-10">"Escaping Saddle Points with Compressed SGD"</dd>
+
             <dd class="col-2">Google Algorithms Seminar</dd>
             <dd class="col-10">"Tree Learning: Optimal Algorithms and Sample Complexity"</dd>
 
diff --git a/publications.html b/publications.html
index 6c4eae3..bccb8f1 100644
--- a/publications.html
+++ b/publications.html
@@ -30,14 +30,18 @@
     <div class="jumbotron">
         <h3>Publications (Including workshops)</h3>
         <dl class="row">
-            <dd class="col-sm-2">IJCAI 2023<br/> (under review)</dd>
-            <dd class="col-sm-10">D. Avdiukhin, and <a href="http://grigory.us">G. Yaroslavtsev</a>.
-                "HOUDINI: Escaping from Moderately Constrained Saddles"
-            </dd>
-            <dd class="col-sm-2">ICML 2023<br/> (under review)</dd>
+            <dd class="col-sm-2">NeurIPS 2023<br/> (under review)</dd>
             <dd class="col-sm-10">D. Avdiukhin, Vaggos Chatziafratis, Konstantin Makarychev, Grigory Yaroslavtsev.
                 "Approximation Scheme for Metric Kernel Clustering via Sherali-Adams"
             </dd>
+            <dd class="col-sm-2">NeurIPS 2023<br/> (under review)</dd>
+            <dd class="col-sm-10">N. Alon, D. Avdiukhin, D. Elboim, O. Fischer, G. Yaroslavtsev.
+                "Optimal Sample Complexity of Contrastive Learning"
+            </dd>
+            <dd class="col-sm-2">IJCAI 2023</dd>
+            <dd class="col-sm-10">D. Avdiukhin, and <a href="http://grigory.us">G. Yaroslavtsev</a>.
+                "HOUDINI: Escaping from Moderately Constrained Saddles"
+            </dd>
             <dd class="col-sm-2">AAAI 2023</dd>
             <dd class="col-sm-10">D. Avdiukhin,
                 <a href="http://grigory.us">G. Yaroslavtsev</a>,
diff --git a/teaching.html b/teaching.html
index 8ab23cf..fcf5c69 100644
--- a/teaching.html
+++ b/teaching.html
@@ -30,6 +30,10 @@
   <div class="jumbotron">
     <h3>Teaching</h3>
     <dl class="row">
+      <dd class="col-sm-2">Spring 2023</dd>
+      <dd class="col-sm-10"><b>"Quantum Computing"</b>. Indiana University, Bloomington, CSCI-B490/B629. Associate Instructor.</dd>
+      <dd class="col-sm-2">Fall 2022</dd>
+      <dd class="col-sm-10"><b>"Introduction to Algorithm Design and Analysis"</b> (undergraduate). Indiana University, Bloomington, CSCI-B403. Associate Instructor.</dd>
       <dd class="col-sm-2">Fall 2022</dd>
       <dd class="col-sm-10"><b>"Introduction to Algorithm Design and Analysis"</b> (undergraduate). Indiana University, Bloomington, CSCI-B403. Associate Instructor.</dd>
       <dd class="col-sm-2">Spring 2022</dd>