diff --git a/pyproject.toml b/pyproject.toml
index 0bfde7e0..1e184f39 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,7 +50,7 @@ classifiers = [
 ]
 dependencies = [
     "ase",
-    "dgl<=2.2.1",
+    "dgl<=2.4.0",
     "pymatgen",
     "lightning<=2.4.0",
     "torch<=2.2.1",
diff --git a/requirements.txt b/requirements.txt
index f28c6384..f82aad86 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-dgl==2.2.1
+dgl==2.4.0
 torch==2.4.0
 lightning==2.4.0
 pymatgen==2024.8.9