diff --git a/src/teaching/cse-501/2022fa/index.erb b/src/teaching/cse-501/2022fa/index.erb
index d6ca0d38..dab9ba70 100644
--- a/src/teaching/cse-501/2022fa/index.erb
+++ b/src/teaching/cse-501/2022fa/index.erb
@@ -30,15 +30,15 @@ schedule:
   - date: 09/20/22
     talks:
       - speaker: Oliver Kennedy
-        topic: How to Do Research
+        topic: "How to <s>Write</s> Review a Paper"
   - date: 09/27/22
     talks:
+      - speaker: Zhuoyue Zhao
       - speaker: Karthik Dantu (to be confirmed)
-      - speaker: Zhuoyue Zhao (to be confirmed)
   - date: 10/04/22
     talks: 
-      - speaker: Thomas Hayes (to be confirmed)
-      - speaker: Kaiyi Ji (to be confirmed)
+      - speaker: Jinjun Xiong
+      - speaker: Thomas Hayes
   - date: 10/11/22
     talks:
       - speaker: Matt Knepley
@@ -50,7 +50,9 @@ schedule:
       - speaker: Lu Dong
       - speaker: Lipisha Nitin Chaudhary
   - date: 10/25/22
-    event: Lightning Talks
+    talks: 
+      - speaker: Kayi Ji
+        topic: Lightning Talk
   - date: 11/01/22
     talks:
       - speaker: TBD
@@ -59,8 +61,8 @@ schedule:
     event: "Panel Discussion: Recent Graduates"
   - date: 11/15/22
     talks: 
-      - speaker: Mingchen Gao (to be confirmed)
-      - speaker: Haonan Lu (to be confirmed)
+      - speaker: Mingchen Gao
+      - speaker: Haonan Lu
   - date: 11/22/22
     event: Fall Recess
   - date: 11/29/22