diff --git a/torch/utils/benchmark/utils/valgrind_wrapper/timer_interface.py b/torch/utils/benchmark/utils/valgrind_wrapper/timer_interface.py
index 199a49bde20ff2..9525fd54aa8e12 100644
--- a/torch/utils/benchmark/utils/valgrind_wrapper/timer_interface.py
+++ b/torch/utils/benchmark/utils/valgrind_wrapper/timer_interface.py
@@ -457,7 +457,10 @@ def construct(self) -> str:
 
             elif wrapped_value.serialization == Serialization.TORCH:
                 path = os.path.join(self._data_dir, f"{name}.pt")
-                load_lines.append(f"{name} = torch.load({repr(path)})")
+                # TODO: Figure out if we can use torch.serialization.add_safe_globals here
+                # Using weights_only=False after the change in
+                # https://dev-discuss.pytorch.org/t/bc-breaking-change-torch-load-is-being-flipped-to-use-weights-only-true-by-default-in-the-nightlies-after-137602/2573
+                load_lines.append(f"{name} = torch.load({repr(path)}, weights_only=False)")
                 torch.save(wrapped_value.value, path)
 
             elif wrapped_value.serialization == Serialization.TORCH_JIT: