diff --git a/dask_cuda/proxy_object.py b/dask_cuda/proxy_object.py
index c41877019..17d9d4adf 100644
--- a/dask_cuda/proxy_object.py
+++ b/dask_cuda/proxy_object.py
@@ -471,15 +471,28 @@ def __setattr__(self, name: str, val):
             object.__setattr__(pxy.deserialize(nbytes=self.__sizeof__()), name, val)
         self._pxy_set(pxy)
 
-    def __array_ufunc__(self, ufunc, method, *inputs, **kwargs):
-        inputs = tuple(
-            o._pxy_deserialize() if isinstance(o, ProxyObject) else o for o in inputs
-        )
-        kwargs = {
-            key: value._pxy_deserialize() if isinstance(value, ProxyObject) else value
-            for key, value in kwargs.items()
-        }
-        return self._pxy_deserialize().__array_ufunc__(ufunc, method, *inputs, **kwargs)
+    def __array_ufunc__(self, ufunc, method, *args, **kwargs):
+        from .proxify_device_objects import unproxify_device_objects
+
+        args, kwargs = unproxify_device_objects(args), unproxify_device_objects(kwargs)
+        return self._pxy_deserialize().__array_ufunc__(ufunc, method, *args, **kwargs)
+
+    def __array_function__(self, func, types, args, kwargs):
+        from .proxify_device_objects import unproxify_device_objects
+
+        kwargs = unproxify_device_objects(kwargs)
+        proxied = self._pxy_deserialize()
+
+        # Unproxify `args` and `types`
+        types = [t for t in types if not issubclass(t, type(self))]
+        args_proxied = []
+        for a in args:
+            if isinstance(a, type(self)):
+                types.append(a.__class__)
+                args_proxied.append(a._pxy_deserialize())
+            else:
+                args_proxied.append(a)
+        return proxied.__array_function__(func, types, args_proxied, kwargs)
 
     def __str__(self):
         return str(self._pxy_deserialize())
diff --git a/dask_cuda/tests/test_proxy.py b/dask_cuda/tests/test_proxy.py
index 7fe461c95..417d0d83b 100644
--- a/dask_cuda/tests/test_proxy.py
+++ b/dask_cuda/tests/test_proxy.py
@@ -610,3 +610,13 @@ def test_sizeof_cudf():
     pxy._pxy_cache = {}
     assert a_size == pytest.approx(sizeof(pxy), rel=1e-2)
     assert pxy._pxy_get().is_serialized()
+
+
+def test_cupy_broadcast_to():
+    cupy = pytest.importorskip("cupy")
+    a = cupy.arange(10)
+    a_b = np.broadcast_to(a, (10, 10))
+    p_b = np.broadcast_to(proxy_object.asproxy(a), (10, 10))
+
+    assert a_b.shape == p_b.shape
+    assert (a_b == p_b).all()