diff --git a/python/requirements/tune/requirements_tune.txt b/python/requirements/tune/requirements_tune.txt
index b00b9b081523..0327189a6a14 100644
--- a/python/requirements/tune/requirements_tune.txt
+++ b/python/requirements/tune/requirements_tune.txt
@@ -48,7 +48,7 @@ torchvision==0.9.1+cpu;sys_platform!="darwin"
 
 transformers==4.9.1
 wandb==0.10.29
-xgboost==1.3.3
+xgboost==1.5.1
 zoopt==0.4.1
 
 # Dependencies for Hugging Face examples: