Community detection is a research hotspot in machine learning and data mining. However, most of the existing community methods only rely on lower-order connectivity patterns, while ignoring higher-order unable to capture building blocks complex network. In recent years, some based structures have been developed, but they mainly focus motif network composed structures, which violate original top...