diff --git a/README.md b/README.md
index 1fca77ecd..bca5088b2 100644
--- a/README.md
+++ b/README.md
@@ -101,6 +101,7 @@ Supported algorithms:
 - [x] [MoCo v3 (ICCV'2021)](https://arxiv.org/abs/2104.02057)
 - [x] [MAE](https://arxiv.org/abs/2111.06377)
 - [x] [SimMIM](https://arxiv.org/abs/2111.09886)
+- [x] [CAE](https://arxiv.org/abs/2202.03026)
 
 More algorithms are in our plan.