diff --git a/index.html b/index.html
index 5d1cff2..18f4dbc 100644
--- a/index.html
+++ b/index.html
@@ -805,13 +805,13 @@ <h3>Winter 2018:</h3>
                 <tr class="speaker">
                 <td>1/10</td><td> N/A </td><td> Status Updates </td><td> Tian </td> </tr>
                 <tr class="speaker">
-                <td>1/17</td><td> Matt F. </td><td> N/A  </td><td> Tushar </td></tr>
+                <td>1/17</td><td> Matt F. </td><td> Spatial </td><td> Tushar </td></tr>
                 <tr class="speaker">
-                <td>1/24</td><td> Tian </td><td> N/A </td><td> Matt V. </td></tr>
+                <td>1/24</td><td> Tian </td><td> LSTMs on Plasticine </td><td> Matt V. </td></tr>
                 <tr class="speaker">
-                <td>1/31</td><td> Yaqi </td><td> N/A </td><td> Nathan </td></tr>
+                <td>1/31</td><td> Yaqi </td><td> Plasticine </td><td> Nathan </td></tr>
                 <tr class="speaker">
-                <td>2/7</td><td> Matt V. </td><td> N/A </td><td> Luigi </td></tr>
+                <td>2/7</td><td> Matt V. </td><td> SQL on Plasticine </td><td> Luigi </td></tr>
                 <tr class="speaker">
                 <td>2/14</td><td> Luigi </td><td>N/A</td><td> Yaqi </td></tr>
                 <tr class="speaker">
@@ -819,7 +819,7 @@ <h3>Winter 2018:</h3>
                 <tr class="speaker">
                 <td>2/28</td><td> Tushar </td><td>N/A</td><td> Alex </td></tr>
                 <tr class="speaker">
-                <td>3/7</td><td> Nathan </td><td>N/A</td><td> Tian </td></tr>
+                <td>3/7</td><td> Nathan </td><td> Constellation - An End-to-End Dataflow system </td><td> Tian </td></tr>
                 <tr class="speaker">
                 <td>3/14</td><td> Alex </td> <td> N/A </td><td> Rekha </td></tr>
                 <tr class="speaker">