diff --git a/neural_lam/utils.py b/neural_lam/utils.py
index 59a529eb..c47c44ff 100644
--- a/neural_lam/utils.py
+++ b/neural_lam/utils.py
@@ -17,7 +17,9 @@ def load_dataset_stats(dataset_name, device="cpu"):
 
     def loads_file(fn):
         return torch.load(
-            os.path.join(static_dir_path, fn), map_location=device
+            os.path.join(static_dir_path, fn),
+            map_location=device,
+            weights_only=True,
         )
 
     data_mean = loads_file("parameter_mean.pt")  # (d_features,)
@@ -42,7 +44,9 @@ def load_static_data(dataset_name, device="cpu"):
 
     def loads_file(fn):
         return torch.load(
-            os.path.join(static_dir_path, fn), map_location=device
+            os.path.join(static_dir_path, fn),
+            map_location=device,
+            weights_only=True,
         )
 
     # Load border mask, 1. if node is part of border, else 0.
@@ -116,7 +120,11 @@ def load_graph(graph_name, device="cpu"):
     graph_dir_path = os.path.join("graphs", graph_name)
 
     def loads_file(fn):
-        return torch.load(os.path.join(graph_dir_path, fn), map_location=device)
+        return torch.load(
+            os.path.join(graph_dir_path, fn),
+            map_location=device,
+            weights_only=True,
+        )
 
     # Load edges (edge_index)
     m2m_edge_index = BufferList(