diff --git a/deps/torch_geometric_requirements.txt b/deps/torch_geometric_requirements.txt
index 240afe4..5fc220f 100644
--- a/deps/torch_geometric_requirements.txt
+++ b/deps/torch_geometric_requirements.txt
@@ -15,4 +15,4 @@ scikit-learn >= 1.2.0;python_version=='3.11'
 scikit-learn >= 1.3.0;python_version=='3.12'
 torch_geometric >= 2.3.0;python_version=='3.10'
 torch_geometric >= 2.3.0;python_version=='3.11'
-torch_geometric >= 2.3.0;python_version=='3.12'
+torch_geometric >= 2.4.0;python_version=='3.12'