diff --git a/4 Qualifying Exam/4 Presentation/Outline.md b/4 Qualifying Exam/4 Presentation/Outline.md
index ee3f8b18..302dde7e 100644
--- a/4 Qualifying Exam/4 Presentation/Outline.md	
+++ b/4 Qualifying Exam/4 Presentation/Outline.md	
@@ -178,7 +178,7 @@ _(Include a visual of how $\Delta$ affects $P$)_
 
 ---
 
-## **Slide 7: Advantages of Diffusion Models**
+## **Slide 7: Advantages of Diffusion Models** NOT INCLUDED SO FAR
 
 **Assertion:** Diffusion models provide a novel solution for generating unstructured perturbations.