diff --git a/core/conversion/evaluators/aten.cpp b/core/conversion/evaluators/aten.cpp
index 56ddacd864..815b738af2 100644
--- a/core/conversion/evaluators/aten.cpp
+++ b/core/conversion/evaluators/aten.cpp
@@ -119,11 +119,16 @@ auto aten_registrations TRTORCH_UNUSED =
                     // 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);
 
+                      if (!args.at(n->input(1)).isNone() && !args.at(n->input(1)).IValue()->isNone()) {
+                        options = options.dtype(c10::ScalarType(args.at(n->input(1)).unwrapToInt()));
+                      }
+
                       auto out_tensor = torch::zeros(args.at(n->input(0)).unwrapToIntList().vec(), options);
+                      std::cout << out_tensor << std::endl;
+                      std::cout << out_tensor.sizes() << std::endl;
                       return out_tensor;
                     }})
         .evaluator({c10::Symbol::fromQualString("aten::slice"),
diff --git a/tests/core/conversion/evaluators/test_aten_evaluators.cpp b/tests/core/conversion/evaluators/test_aten_evaluators.cpp
index 1d235572b2..93f89ec471 100644
--- a/tests/core/conversion/evaluators/test_aten_evaluators.cpp
+++ b/tests/core/conversion/evaluators/test_aten_evaluators.cpp
@@ -36,4 +36,23 @@ TEST(Evaluators, DivFloatEvaluatesCorrectly) {
   auto trt_results = trtorch::tests::util::EvaluateGraph(g->block(), {});
 
   ASSERT_TRUE(jit_results[0] == trt_results[0]);
+}
+
+TEST(Evaluators, ZerosEvaluatesCorrectly) {
+  const auto graph = R"IR(
+      graph(%x.1 : Tensor):
+        %2 : None = prim::Constant() # :0:0
+        %3 : int[] = aten::size(%x.1) # <string>:7:9
+        %z.1 : Tensor = aten::zeros(%3, %2, %2, %2, %2) # experiments/test_zeros.py:8:12
+        return (%z.1))IR";
+
+  auto in = at::randint(1, 10, {1, 5, 5, 5}, {at::kCUDA});
+
+  auto g = std::make_shared<torch::jit::Graph>();
+  torch::jit::parseIR(graph, &*g);
+
+  auto jit_results = trtorch::tests::util::EvaluateGraphJIT(g, {in});
+  auto trt_results = trtorch::tests::util::EvaluateGraph(g->block(), {in});
+
+  ASSERT_TRUE(at::equal(jit_results[0].toTensor().to(at::kCUDA), trt_results[0].toTensor()));
 }
\ No newline at end of file