diff --git a/core/conversion/converters/impl/stack.cpp b/core/conversion/converters/impl/stack.cpp
index 2a4241ecf3..8d8a313cad 100644
--- a/core/conversion/converters/impl/stack.cpp
+++ b/core/conversion/converters/impl/stack.cpp
@@ -19,12 +19,12 @@ auto stack_registrations TORCHTRT_UNUSED = RegisterNodeConversionPatterns().patt
      [](ConversionCtx* ctx, const torch::jit::Node* n, args& args) -> bool {
        auto in = args[0].IValue()->toListRef();
        auto dim = args[1].unwrapToInt();
-       if (-1 == dim) {
+       if (dim < 0) {
          auto first_in = in[0];
          if (first_in.isTensor()) {
-           dim = first_in.toTensor().ndimension();
+           dim = first_in.toTensor().ndimension() + dim + 1;
          } else {
-           dim = first_in.toCustomClass<TensorContainer>()->tensor()->getDimensions().nbDims;
+           dim = first_in.toCustomClass<TensorContainer>()->tensor()->getDimensions().nbDims + dim + 1;
          }
        }
 
diff --git a/tests/core/conversion/converters/test_stack.cpp b/tests/core/conversion/converters/test_stack.cpp
index 6d0fdbec44..4760031bea 100644
--- a/tests/core/conversion/converters/test_stack.cpp
+++ b/tests/core/conversion/converters/test_stack.cpp
@@ -18,8 +18,7 @@ TEST(Converters, ATenStackPureTensorConvertsCorrectly) {
     params = torch_tensorrt::core::ir::get_static_params(g->inputs(), {});
     auto trt_results = torch_tensorrt::tests::util::RunGraphEngine(g, params, {in1, in2});
 
-    ASSERT_TRUE(torch_tensorrt::tests::util::almostEqual(
-        jit_results[0], trt_results[0].reshape_as(jit_results[0]), THRESHOLD_E5));
+    ASSERT_TRUE(torch_tensorrt::tests::util::almostEqual(jit_results[0], trt_results[0], THRESHOLD_E5));
   };
   const auto graph = R"IR(
       graph(%0 : Tensor,
@@ -35,9 +34,17 @@ TEST(Converters, ATenStackPureTensorConvertsCorrectly) {
         %3 : int = prim::Constant[value=-1]()
         %4 : Tensor = aten::stack(%2, %3)
         return (%4))IR";
+  const auto graph3 = R"IR(
+      graph(%0 : Tensor,
+            %1 : Tensor):
+        %2 : Tensor[] = prim::ListConstruct(%0, %1)
+        %3 : int = prim::Constant[value=-2]()
+        %4 : Tensor = aten::stack(%2, %3)
+        return (%4))IR";
 
   TestATenStackPureTensorConvertsCorrectly(graph);
   TestATenStackPureTensorConvertsCorrectly(graph2);
+  TestATenStackPureTensorConvertsCorrectly(graph3);
 }
 
 TEST(Converters, ATenStackPureTensorDynamicConvertsCorrectly) {
@@ -89,8 +96,7 @@ TEST(Converters, ATenStackDiffTensorConvertsCorrectly) {
     params = torch_tensorrt::core::ir::get_static_params(g->inputs(), {in2});
     auto trt_results = torch_tensorrt::tests::util::RunGraphEngine(g, params, {in1});
 
-    ASSERT_TRUE(torch_tensorrt::tests::util::almostEqual(
-        jit_results[0], trt_results[0].reshape_as(jit_results[0]), THRESHOLD_E5));
+    ASSERT_TRUE(torch_tensorrt::tests::util::almostEqual(jit_results[0], trt_results[0], THRESHOLD_E5));
   };
   const auto graph = R"IR(
       graph(%0 : Tensor,
@@ -106,6 +112,14 @@ TEST(Converters, ATenStackDiffTensorConvertsCorrectly) {
         %3 : int = prim::Constant[value=-1]()
         %4 : Tensor = aten::stack(%2, %3)
         return (%4))IR";
+  const auto graph3 = R"IR(
+      graph(%0 : Tensor,
+            %1 : Float(4, 4, 4, strides=[16, 4, 1])):
+        %2 : Tensor[] = prim::ListConstruct(%0, %1)
+        %3 : int = prim::Constant[value=-3]()
+        %4 : Tensor = aten::stack(%2, %3)
+        return (%4))IR";
   TestATenStackDiffTensorConvertsCorrectly(graph);
   TestATenStackDiffTensorConvertsCorrectly(graph2);
+  TestATenStackDiffTensorConvertsCorrectly(graph3);
 }