diff --git a/concrete/numpy/tracing/tracer.py b/concrete/numpy/tracing/tracer.py
index 16fc918c1..8a5fe56c7 100644
--- a/concrete/numpy/tracing/tracer.py
+++ b/concrete/numpy/tracing/tracer.py
@@ -54,6 +54,8 @@ class Tracer:
                 computation graph corresponding to `function`
         """
 
+        # pylint: disable=too-many-statements
+
         signature = inspect.signature(function)
 
         missing_args = list(signature.parameters)
@@ -102,7 +104,10 @@ class Tracer:
 
         output_tracers = tuple(sanitized_tracers)
 
-        def create_graph_from_output_tracers(output_tracers: Tuple[Tracer, ...]) -> nx.MultiDiGraph:
+        def create_graph_from_output_tracers(
+            arguments: Dict[str, Tracer],
+            output_tracers: Tuple[Tracer, ...],
+        ) -> nx.MultiDiGraph:
             graph = nx.MultiDiGraph()
 
             visited_tracers: Set[Tracer] = set()
@@ -140,9 +145,12 @@ class Tracer:
             }
             assert_that(len(unique_edges) == len(graph.edges))
 
+            for tracer in arguments.values():
+                graph.add_node(tracer.computation)
+
             return graph
 
-        graph = create_graph_from_output_tracers(output_tracers)
+        graph = create_graph_from_output_tracers(arguments, output_tracers)
         input_nodes = {
             input_indices[node]: node
             for node in graph.nodes()
@@ -154,6 +162,8 @@ class Tracer:
 
         return Graph(graph, input_nodes, output_nodes, is_direct)
 
+        # pylint: enable=too-many-statements
+
     def __init__(self, computation: Node, input_tracers: List["Tracer"]):
         self.computation = computation
         self.input_tracers = input_tracers
diff --git a/tests/compilation/test_circuit.py b/tests/compilation/test_circuit.py
index f93917dcd..87ece5235 100644
--- a/tests/compilation/test_circuit.py
+++ b/tests/compilation/test_circuit.py
@@ -334,3 +334,27 @@ def test_virtual_p_error(p_error, bit_width, sample_size, tolerance, helpers):
         expected_number_of_errors_on_average + (expected_number_of_errors_on_average * tolerance),
     ]
     assert acceptable_number_of_errors[0] < errors < acceptable_number_of_errors[1]
+
+
+def test_circuit_run_with_unused_arg(helpers):
+    """
+    Test `encrypt_run_decrypt` method of `Circuit` class with unused arguments.
+    """
+
+    configuration = helpers.configuration()
+
+    @compiler({"x": "encrypted", "y": "encrypted"})
+    def f(x, y):  # pylint: disable=unused-argument
+        return x + 10
+
+    inputset = [
+        (np.random.randint(2**3, 2**4), np.random.randint(2**4, 2**5)) for _ in range(100)
+    ]
+    circuit = f.compile(inputset, configuration)
+
+    with pytest.raises(ValueError, match="Expected 2 inputs but got 1"):
+        circuit.encrypt_run_decrypt(10)
+
+    assert circuit.encrypt_run_decrypt(10, 0) == 20
+    assert circuit.encrypt_run_decrypt(10, 10) == 20
+    assert circuit.encrypt_run_decrypt(10, 20) == 20