diff --git a/python/tvm/relay/frontend/pytorch.py b/python/tvm/relay/frontend/pytorch.py
index 909b8049d46a..271ef1d3e7b6 100644
--- a/python/tvm/relay/frontend/pytorch.py
+++ b/python/tvm/relay/frontend/pytorch.py
@@ -2535,6 +2535,7 @@ def create_convert_map(self):
             "aten::hardsigmoid": self.hard_sigmoid,
             "aten::cumsum": self.cumsum,
             "aten::masked_fill": self.masked_fill,
+            "aten::masked_fill_": self.masked_fill,
             "aten::masked_select": self.masked_select,
             "aten::argsort": self.argsort,
             "aten::sort": self.sort,