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20222026
most citedCritical Nodes Identification in Complex Networks: A Survey

23 citations · 26 across the 7 of their papers we have counts for

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Showing 2025Show all

5 papers · 1 filter

cs.SI2025

Basic Cycle Ratio: Cost-Effective Ranking of Influential Spreaders from Local and Global Perspectives

Wenxin Zheng, Wenfeng Shi, Tianlong Fan +1

Spreading processes are fundamental to complex networks. Identifying influential spreaders with dual local and global roles presents a crucial yet challenging task. To address this…

eess.SY2025

Revealing Chaotic Dependence and Degree-Structure Mechanisms in Optimal Pinning Control of Complex Networks

Qingyang Liu, Tianlong Fan, Liming Pan +1

Identifying an optimal set of driver nodes to achieve synchronization via pinning control is a fundamental challenge in complex network science, limited by computational intractabi…

cs.SI2025★ 23 cited

Critical Nodes Identification in Complex Networks: A Survey

Duxin Chen, Jiawen Chen, Xiaoyu Zhang +5

Complex networks have become essential tools for understanding diverse phenomena in social systems, traffic systems, biomolecular systems, and financial systems. Identifying critic…

cs.LG2025

EpiLLM: Unlocking the Potential of Large Language Models in Epidemic Forecasting

Chenghua Gong, Rui Sun, Yuhao Zheng +4

Advanced epidemic forecasting is critical for enabling precision containment strategies, highlighting its strategic importance for public health security. While recent advances in…

cs.SI2025

AutoCas: Autoregressive Cascade Predictor in Social Networks via Large Language Models

Yuhao Zheng, Chenghua Gong, Rui Sun +3

Popularity prediction in information cascades plays a crucial role in social computing, with broad applications in viral marketing, misinformation control, and content recommendati…