diff --git a/docs/src/schedulers.md b/docs/src/schedulers.md
index 64c4b38..bcb2407 100644
--- a/docs/src/schedulers.md
+++ b/docs/src/schedulers.md
@@ -1,3 +1,5 @@
+![Markovian Hierarchical Variational Autoencoder](https://ar5iv.org/html/2208.11970/assets/images/vdm_base.png)
+
 ```@autodocs
 Modules = [Diffusers.Schedulers]
 ```