Vital nodes identification is the problem of identifying most significant in complex networks, which crucial understanding property networks and has applications various fields such as pandemic controlling energy saving. Traditional methods mainly focus on some types centrality indices, have restricted application cases. To improve flexibility process enable simultaneous multiple mining, a deep...