diff --git a/core/conversion/evaluators/BUILD b/core/conversion/evaluators/BUILD
index e4ada604d1..38bb7bb0d3 100644
--- a/core/conversion/evaluators/BUILD
+++ b/core/conversion/evaluators/BUILD
@@ -15,6 +15,7 @@ cc_library(
     srcs = [
         "NodeEvaluatorRegistry.cpp",
         "prim.cpp",
+        "aten.cpp"
     ],
     deps = [
         "//core/util:prelude",
diff --git a/core/conversion/evaluators/aten.cpp b/core/conversion/evaluators/aten.cpp
new file mode 100644
index 0000000000..9d5844347c
--- /dev/null
+++ b/core/conversion/evaluators/aten.cpp
@@ -0,0 +1,36 @@
+#include "torch/csrc/jit/ir/ir.h"
+#include "torch/csrc/jit/ir/constants.h"
+#include "ATen/core/functional.h"
+#include "ATen/core/ivalue.h"
+#include "ATen/core/List.h"
+#include "ATen/core/stack.h"
+#include "c10/util/intrusive_ptr.h"
+#include "torch/torch.h"
+
+#include "core/conversion/evaluators/evaluators.h"
+
+namespace trtorch {
+namespace core {
+namespace conversion {
+namespace evaluators {
+namespace {
+
+auto aten_registrations = RegisterNodeEvaluators()
+    .evaluator({
+        c10::Symbol::fromQualString("aten::zeros"),
+        // aten::zeros(int[] size, *, int? dtype=None, int? layout=None, Device? device=None, bool? pin_memory=None) -> (Tensor)
+        [](const torch::jit::Node* n, kwargs& args) -> c10::optional<torch::jit::IValue> {
+            auto options = torch::TensorOptions()
+                .dtype(c10::ScalarType(args.at(&(n->output()[1])).unwrapToInt()))
+                .layout(torch::kStrided)
+                .device(torch::kCUDA);
+
+            auto out_tensor = torch::zeros(args.at(&(n->output()[0])).unwrapToIntList().vec(), options);
+            return out_tensor;
+        }
+    });
+}
+} // namespace evaluators
+} // namespace conversion
+} // namespace core
+} // namespace trtorch