diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3f2aa69ba29..2bf86e9ced0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -36,6 +36,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Fixed dtype being changed by deepspeed for certain regression metrics ([#2379](https://github.com/Lightning-AI/torchmetrics/pull/2379))
 
 
+- Fixed bug when `top_k>1` and `average="macro"` for classification metrics ([#2423](https://github.com/Lightning-AI/torchmetrics/pull/2423))
+
+
 ## [1.3.1] - 2024-02-12
 
 ### Fixed