collaborators

5 papers

physics.soc-ph2026

Message Order Selects Opposite Collective Opinions on Laplacian-Cospectral Networks

Ruiwu Niu, Xincheng Shu, Ying Zhao

Receiving the same messages in different orders can change an agent's judgement. We construct a network model in which this local sequence effect determines the final opinion of an…

math.DS2026

Same Resident Strains, Different Attractors: Opposite Local Growth Signs for a Rare Third Strain

Ruiwu Niu, Xincheng Shu, Ying Zhao +1

Most models assess whether a newly introduced pathogen strain can grow when rare by testing it against a steady endemic background. Resident strains, however, can have more than on…

cs.MA2026

Reliability-Contagion Feasibility in LLM Multi-Agent Networks

Ruiwu Niu, Xincheng Shu, Ying Zhao

Communication allows large language model agents to pool evidence, but it also creates paths along which an erroneous claim can spread. We formulate a correction-aware network mode…

physics.soc-ph2024

Social contagion under hybrid interactions

Xincheng Shu, Man Yang, Zhongyuan Ruan +1

Threshold-driven models and game theory are two fundamental paradigms for describing human interactions in social systems. However, in mimicking social contagion processes, models…

physics.soc-ph2024

Epidemic spreading under game-based self-quarantine behaviors: The different effects of local and global information

Zegang Huang, Xincheng Shu, Qi Xuan +1

During the outbreak of an epidemic, individuals may modify their behaviors in response to external (including local and global) infection-related information. However, the differen…