diff --git a/index.html b/index.html
index 33e4573..0a10178 100644
--- a/index.html
+++ b/index.html
@@ -668,14 +668,14 @@ <h5><span style="font-weight:bold">Activity</span></h5>
                                 </tr>
                                 <tr>
                                     <td><strong>9:00 - 9:45 AM</strong></td>
-                                    <td><strong>Keynote</strong> - Dr. Alina Zare<br />
-                                        University of Florida
+                                    <td><strong>Keynote</strong>: The Strength to Say “I Don't Know”: expanding neural networks to address out of distribution samples and ambiguous inputs<br />
+                                    <strong>Dr. Alina Zare</strong> - University of Florida
                                     </td>
                                 </tr>
                                 <tr>
                                     <td><strong>9:45 - 10:15 AM</strong></td>
-                                    <td><strong>Invited Talk 1</strong> - Dr. Rick van de Zedde<br />
-                                        Wageningen University & Research, The Netherlands
+                                    <td><strong>Invited Talk 1</strong> <br />
+                                    <strong>Dr. Rick van de Zedde</strong> - Wageningen University & Research, The Netherlands
                                     </td>
                                 </tr>
                                 <tr>
@@ -684,14 +684,14 @@ <h5><span style="font-weight:bold">Activity</span></h5>
                                 </tr>
                                 <tr>
                                     <td><strong>10:30 - 11:00 AM</strong></td>
-                                    <td><strong>Invited Talk 2</strong> - Dr. Sachiko Isobe<br />
-                                        The University of Tokyo, Japan
+                                    <td><strong>Invited Talk 2</strong>: DIY Plant Phenotyping: Application of digital phenotyping techniques in plant research and breeding<br />
+                                    <strong>Dr. Sachiko Isobe</strong> - The University of Tokyo, Japan
                                     </td>
                                 </tr>
                                 <tr>
                                     <td><strong>11:00 - 11:30 AM</strong></td>
-                                    <td><strong>Invited Talk 3</strong> - Dr. Girish Krishnan<br />
-                                        University of Illinois
+                                    <td><strong>Invited Talk 3</strong>: Navigation and Manipulation Challenges in Urban High Tunnels<br />
+                                        <strong>Girish Krishnan</strong> - University of Illinois
                                     </td>
                                 </tr>
                                 <tr>
@@ -704,24 +704,24 @@ <h5><span style="font-weight:bold">Activity</span></h5>
                                 </tr>
                                 <tr>
                                     <td><strong>12:45 - 1:15 PM</strong></td>
-                                    <td><strong>Lunch Plenary</strong> - Dr. David P. Hughes<br />
-                                        The Pennsylvania State University
+                                    <td><strong>Lunch Plenary</strong> <br />
+                                    <strong>David P. Hughes</strong> - The Pennsylvania State University
                                     </td>
                                 </tr>
                                 <tr>
                                     <td><strong>1:15 - 1:45 PM</strong></td>
-                                    <td><strong>Invited Talk 4</strong> - Dr. Nadia Shakoor<br />
-                                        Donald Danforth Plant Science Center
+                                    <td><strong>Invited Talk 4</strong> <br />
+                                        <strong> Nadia Shakoor</strong> - Donald Danforth Plant Science Center
                                     </td>
                                 </tr>
                                 <tr>
                                     <td><strong>1:45 - 3:00 PM</strong></td>
                                     <td><strong>Panel Discussion</strong><br />
-                                        Dr. Ryan Kirk - Head of Data Science, John Deere<br />
-                                        Siddarth Tata - Product Leader for Amazon Fresh Supply Chain (Grocery Program) and Amazon Kisan (Farmer Engagement Program)<br />
-                                        Meaghan Anderson - Field Agronomist in Central Iowa and Extension Field Specialist at Iowa State University Extension and Outreach<br />
-                                        Dr. Matthew Carroll - Analytics & Insights Lead, Iowa Soybean Association<br />
-                                        Dr. Pieter Blok - Assistant Professor, Lab of Field Phenomics, The University of Tokyo, Japan
+                                        <strong>Dr. Ryan Kirk</strong> - Head of Data Science, John Deere<br />
+                                        <strong>Siddarth Tata</strong> - Product Leader for Amazon Fresh Supply Chain (Grocery Program) and Amazon Kisan (Farmer Engagement Program)<br />
+                                        <strong>Meaghan Anderson</strong> - Field Agronomist in Central Iowa and Extension Field Specialist at Iowa State University Extension and Outreach<br />
+                                        <strong>Dr. Matthew Carroll</strong> - Analytics & Insights Lead, Iowa Soybean Association<br />
+                                        <strong>Dr. Pieter Blok</strong> - Assistant Professor, Lab of Field Phenomics, The University of Tokyo, Japan
                                     </td>
                                 </tr>
                                 <tr>