A Lightweight Deep Learning-based Model for Ranking Influential Nodes in Complex Networks 事件

A Lightweight Deep Learning-based Model for Ranking Influential Nodes in Complex Networks arXiv:2507.19702v1 Announce Type: cross Abstract: Identifying influential nodes in complex networks is a critical task with a wide range of applications across different domains. However, existing approaches often face trade-offs between accuracy and computational efficiency. To address these challenges, we propose 1D-CGS, a lightweight and effective hybrid model that integrates the speed of one-dimensiona