diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7bcbde1da..81e106641 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,7 +19,7 @@
 
 - Bump versions of CI actions to avoid warnings [PR #502](https://github.com/aai-institute/pyDVL/pull/502)
 - Add Python Version 3.11 to supported versions [PR #510](https://github.com/aai-institute/pyDVL/pull/510)
-- Documentation improvements and cleanup [PR #521](https://github.com/aai-institute/pyDVL/pull/521)
+- Documentation improvements and cleanup [PR #521](https://github.com/aai-institute/pyDVL/pull/521) [PR #522](https://github.com/aai-institute/pyDVL/pull/522)
 
 ## 0.8.1 - 🆕 🏗  New method and notebook, Games with exact shapley values, bug fixes and cleanup