diff --git a/tests/python/driver/tvmc/test_autotuner.py b/tests/python/driver/tvmc/test_autotuner.py
index 66017823a669..7c05ff804fa4 100644
--- a/tests/python/driver/tvmc/test_autotuner.py
+++ b/tests/python/driver/tvmc/test_autotuner.py
@@ -14,6 +14,7 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
+import platform
 import pytest
 import os
 
@@ -73,6 +74,10 @@ def test_get_tuning_tasks(onnx_mnist):
     assert all([type(x) is expected_task_type for x in sut]) is True
 
 
+@pytest.mark.skipif(
+    platform.machine() == "aarch64",
+    reason="Currently failing on AArch64 - see https://github.com/apache/tvm/issues/10673",
+)
 def test_tune_tasks__tuner__xgb(onnx_mnist, tmpdir_factory):
     pytest.importorskip("onnx")
 
@@ -141,6 +146,10 @@ def test_tune_tasks__tuner__xgb__no_early_stopping(onnx_mnist, tmpdir_factory):
     _tuner_test_helper(onnx_mnist, "xgb", tmpdir_name, early_stopping=None)
 
 
+@pytest.mark.skipif(
+    platform.machine() == "aarch64",
+    reason="Currently failing on AArch64 - see https://github.com/apache/tvm/issues/10673",
+)
 def test_tune_tasks__tuner__xgb__no_tuning_records(onnx_mnist, tmpdir_factory):
     pytest.importorskip("onnx")
 
diff --git a/tests/python/driver/tvmc/test_frontends.py b/tests/python/driver/tvmc/test_frontends.py
index 0cd02181ac40..98659b05ae5c 100644
--- a/tests/python/driver/tvmc/test_frontends.py
+++ b/tests/python/driver/tvmc/test_frontends.py
@@ -15,6 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
+import platform
 import pytest
 import builtins
 import importlib
@@ -74,6 +75,10 @@ def test_guess_frontend_onnx():
     assert type(sut) is tvmc.frontends.OnnxFrontend
 
 
+@pytest.mark.skipif(
+    platform.machine() == "aarch64",
+    reason="Currently failing on AArch64 - see https://github.com/apache/tvm/issues/10673",
+)
 def test_guess_frontend_pytorch():
     # some CI environments wont offer pytorch, so skip in case it is not present
     pytest.importorskip("torch")
@@ -245,6 +250,10 @@ def test_load_model__pth(pytorch_resnet18):
     assert "layer1.0.conv1.weight" in tvmc_model.params.keys()
 
 
+@pytest.mark.skipif(
+    platform.machine() == "aarch64",
+    reason="Currently failing on AArch64 - see https://github.com/apache/tvm/issues/10673",
+)
 def test_load_quantized_model__pth(pytorch_mobilenetv2_quantized):
     # some CI environments wont offer torch, so skip in case it is not present
     pytest.importorskip("torch")
diff --git a/tests/python/driver/tvmc/test_model.py b/tests/python/driver/tvmc/test_model.py
index 74c1c4ded8a4..fb1f718c1bed 100644
--- a/tests/python/driver/tvmc/test_model.py
+++ b/tests/python/driver/tvmc/test_model.py
@@ -55,6 +55,10 @@ def test_tvmc_workflow(use_vm, keras_simple):
     assert "output_0" in result.outputs.keys()
 
 
+@pytest.mark.skipif(
+    platform.machine() == "aarch64",
+    reason="Currently failing on AArch64 - see https://github.com/apache/tvm/issues/10673",
+)
 @pytest.mark.parametrize("use_vm", [True, False])
 def test_save_load_model(use_vm, keras_simple, tmpdir_factory):
     pytest.importorskip("onnx")