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    Long-range social pressure and the evolution of cooperation in multiplex networks

    María Pereda*

    Gabrielle Muller

    • Grupo de Investigación Ingeniería de Organización y Logística (IOL), Departamento de Ingeniería de Organización, Administración de Empresas y Estadística, Escuela Técnica Superior de Ingenieros Industriales, Universidad Politécnica de Madrid, 28006 Madrid, Spain and Grupo Interdisciplinar de Sistemas Complejos (GISC), 28911 Leganés, Madrid, Spain

    • *Contact author: maria.pereda@upm.es

    Phys. Rev. E 114, 054305 – Published 4 November, 2026

    DOI: https://doi.org/10.1103/yvh4-8yxx

    Abstract

    Social pressure—the awareness of being observed by others—is a fundamental driver of prosocial behavior in human societies. Yet it is typically assumed that only direct neighbors exert vigilance pressure on an individual, despite empirical evidence that social influence persists to at least three degrees of separation. Here we show that extending the reach of social vigilance beyond direct neighbors substantially promotes cooperation. We couple a prisoner's dilemma on one layer of a multiplex network to a vigilance cascade on the other, with influence decaying geometrically with network distance. Extending vigilance to just the second circle of influence (L=2) shifts the critical temptation for defection by roughly 36% in sparse Erdős-Rényi networks. Extending to four circles (L=4) raises this threshold by over 50% in the same networks. Both shifts are topology dependent: the L=1→2 step alone already accounts for most of the gain in these sparse networks, whereas the pattern is more gradual in denser, hub-dominated Barabási-Albert networks, consistent with the decay coefficients of social influence reported in controlled experiments. The effect is strongest in sparse networks, requires that the vigilance and game layers be aligned, and reproduces directly on a real social network of physicians; in dense, hub-dominated networks the gain instead depends sharply on how fast influence decays with distance, switching between weak and strong cooperation as the decay rate crosses a threshold. Vigilance range and alignment act jointly: extending vigilance range promotes cooperation only where the monitoring and game structures are aligned, and neither factor alone is sufficient. Our results strongly suggest that even modest expansions of social awareness—such as those enabled by online social platforms—can substantially reshape the landscape of cooperative behavior in human populations.

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