diff --git a/plugins/UM3NetworkPrinting/src/ClusterUM3OutputDevice.py b/plugins/UM3NetworkPrinting/src/ClusterUM3OutputDevice.py
index 1e0f538d8d..e31229680c 100644
--- a/plugins/UM3NetworkPrinting/src/ClusterUM3OutputDevice.py
+++ b/plugins/UM3NetworkPrinting/src/ClusterUM3OutputDevice.py
@@ -608,14 +608,15 @@ class ClusterUM3OutputDevice(NetworkedPrinterOutputDevice):
     def _createMaterialOutputModel(self, material_data: Dict[str, Any]) -> "MaterialOutputModel":
         material_manager = CuraApplication.getInstance().getMaterialManager()
         material_group_list = material_manager.getMaterialGroupListByGUID(material_data["guid"])
-        # This can happen if the connected machine has no material in one or more extruders, so we should return an
-        # "empty" material model.
+        # This can happen if the connected machine has no material in one or more extruders (if GUID is empty), or the
+        # material is unknown to Cura, so we should return an "empty" or "unknown" material model.
         if material_group_list is None:
+            material_name = "Empty" if len(material_data["guid"]) == 0 else "Unknown"
             return MaterialOutputModel(guid = material_data["guid"],
                                        type = material_data.get("type", ""),
                                        color = material_data.get("color", ""),
                                        brand = material_data.get("brand", ""),
-                                       name = material_data.get("name", "Empty")
+                                       name = material_data.get("name", material_name)
                                        )
 
         # Sort the material groups by "is_read_only = True" first, and then the name alphabetically.