diff --git a/test/test_ops.py b/test/test_ops.py
index 26d13bbe208..9cb0cddedf7 100644
--- a/test/test_ops.py
+++ b/test/test_ops.py
@@ -1201,11 +1201,30 @@ def test_forward_scriptability(self):
         torch.jit.script(ops.DeformConv2d(in_channels=8, out_channels=8, kernel_size=3))
 
 
+# NS: Remove me once backward is implemented for MPS
+def xfail_if_mps(x):
+    mps_xfail_param = pytest.param("mps", marks=(pytest.mark.needs_mps, pytest.mark.xfail))
+    new_pytestmark = []
+    for mark in x.pytestmark:
+        if isinstance(mark, pytest.Mark) and mark.name == "parametrize":
+            if mark.args[0] == "device":
+                params = cpu_and_cuda() + (mps_xfail_param,)
+                new_pytestmark.append(pytest.mark.parametrize("device", params))
+                continue
+        new_pytestmark.append(mark)
+    x.__dict__["pytestmark"] = new_pytestmark
+    return x
+
+
 optests.generate_opcheck_tests(
     testcase=TestDeformConv,
     namespaces=["torchvision"],
     failures_dict_path=os.path.join(os.path.dirname(__file__), "optests_failures_dict.json"),
-    additional_decorators=[],
+    # Skip tests due to unimplemented backward
+    additional_decorators={
+        "test_aot_dispatch_dynamic__test_forward": [xfail_if_mps],
+        "test_autograd_registration__test_forward": [xfail_if_mps],
+    },
     test_utils=OPTESTS,
 )