diff --git a/pyproject.toml b/pyproject.toml
index 58b73e2c..b5212d93 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,7 @@ dependencies = [
     "pandas<=2.2.2",
     "pybids<=0.16.5",
     "pyyaml",
-    "scikit-learn<=1.5.0",
+    "scikit-learn<=1.5.1",
     "tqdm",
 ]
 dynamic = ["version"]