diff --git a/python/mxnet/numpy_dispatch_protocol.py b/python/mxnet/numpy_dispatch_protocol.py
index cec2f245a5e1..6a5f166a70eb 100644
--- a/python/mxnet/numpy_dispatch_protocol.py
+++ b/python/mxnet/numpy_dispatch_protocol.py
@@ -127,7 +127,9 @@ def _run_with_array_ufunc_proto(*args, **kwargs):
     'tril',
     'meshgrid',
     'outer',
-    'einsum'
+    'einsum',
+    'shares_memory',
+    'may_share_memory',
 ]
 
 
diff --git a/tests/python/unittest/test_numpy_interoperability.py b/tests/python/unittest/test_numpy_interoperability.py
index 860fecc5cda0..624fc0a107b0 100644
--- a/tests/python/unittest/test_numpy_interoperability.py
+++ b/tests/python/unittest/test_numpy_interoperability.py
@@ -1234,6 +1234,8 @@ def check_interoperability(op_list):
     for name in op_list:
         if name in _TVM_OPS and not is_op_runnable():
             continue
+        if name in ['shares_memory', 'may_share_memory']:  # skip list
+            continue
         print('Dispatch test:', name)
         workloads = OpArgMngr.get_workloads(name)
         assert workloads is not None, 'Workloads for operator `{}` has not been ' \
@@ -1243,6 +1245,19 @@ def check_interoperability(op_list):
             _check_interoperability_helper(name, *workload['args'], **workload['kwargs'])
 
 
+@with_seed()
+@use_np
+@with_array_function_protocol
+def test_np_memory_array_function():
+    ops = [_np.shares_memory, _np.may_share_memory]
+    for op in ops:
+        data_mx = np.zeros([13, 21, 23, 22], dtype=np.float32)
+        data_np = _np.zeros([13, 21, 23, 22], dtype=np.float32)
+        assert op(data_mx[0,:,:,:], data_mx[1,:,:,:]) == op(data_np[0,:,:,:], data_np[1,:,:,:])
+        assert op(data_mx[0,0,0,2:5], data_mx[0,0,0,4:7]) == op(data_np[0,0,0,2:5], data_np[0,0,0,4:7])
+        assert op(data_mx, np.ones((5, 0))) == op(data_np, _np.ones((5, 0)))
+
+
 @with_seed()
 @use_np
 @with_array_function_protocol