1 Introduction Vital nodes refer to specific nodes within a network that can exert a greater influence on the structure and functionality of the network compared to other nodes[1].During the past decades,people mainly...1 Introduction Vital nodes refer to specific nodes within a network that can exert a greater influence on the structure and functionality of the network compared to other nodes[1].During the past decades,people mainly focus on developing new vital node identification algorithms.However,there is still no consensus on how to evaluate and compare these methods.This is mainly due to the lack of standard benchmark networks with known ground-truth vital nodes.展开更多
基金supported by the National Natural Science Foundation of China(Grant No.62472064).
文摘1 Introduction Vital nodes refer to specific nodes within a network that can exert a greater influence on the structure and functionality of the network compared to other nodes[1].During the past decades,people mainly focus on developing new vital node identification algorithms.However,there is still no consensus on how to evaluate and compare these methods.This is mainly due to the lack of standard benchmark networks with known ground-truth vital nodes.