AINeutralarXiv – CS AI · 6h ago5/10
🧠
A Lightweight Deep Learning-based Model for Ranking Influential Nodes in Complex Networks
Researchers introduce 1D-CGS, a lightweight deep learning model combining 1D-CNN and GraphSAGE for identifying influential nodes in complex networks. The model achieves 4.73% improvement over existing methods while maintaining significantly faster computational performance, with applications across network analysis domains.