diff --git a/python/requirements/ml/tune-requirements.txt b/python/requirements/ml/tune-requirements.txt
index cefcb903f962..473ed7724b08 100644
--- a/python/requirements/ml/tune-requirements.txt
+++ b/python/requirements/ml/tune-requirements.txt
@@ -1,7 +1,7 @@
 # Searchers
 ax-platform==0.3.2
 
-bayesian-optimization==1.4.3
+bayesian-optimization==3.1.0
 
 # BOHB
 ConfigSpace==0.7.1; python_version < "3.12"