diff --git a/CHANGELOG.md b/CHANGELOG.md
index c45ff51..3444642 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -27,6 +27,8 @@ Keep it human-readable, your future self will thank you!
 
 ### Added
 
+- CI workflow to update the changelog on release
+- configurabilty of the dropout probability in the the MultiHeadSelfAttention module
 - CI workflow to update the changelog on release
 - Remapper: Preprocessor for remapping one variable to multiple ones. Includes changes to the data indices since the remapper changes the number of variables. With optional config keywords.
 - Codeowners file
@@ -34,6 +36,7 @@ Keep it human-readable, your future self will thank you!
 - Docsig precommit hooks
 - Changelog merge strategy
 
+
 ### Changed
 
 - Update CI to inherit from common infrastructue reusable workflows