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    Local network evolution rules driving shortest path multiplicity

    Alexei Vazquez*

    • Nodes & Links Ltd., Salisbury House, Station Road, Cambridge CB1 2LA, England, United Kingdom

    • *Contact author: alexei@nodeslinks.com

    Phys. Rev. E 114, 044312 – Published 13 October, 2026

    DOI: https://doi.org/10.1103/t1sg-qhhf

    Abstract

    The shortest path multiplicity, here denoted by μ, is an important metric of complex networks. For real networks μ is high and it correlates with the network community structure. Since local network evolution induces network communities, it is possible that a high shortest path multiplicity is the natural expectation of local evolution rules. Here I demonstrate, by means of numerical simulations and exact results, that this is indeed the case. For random graphs with arbitrary degree distributions pk, 〈μ〉∼〈k(k−1)〉/(〈k〉e), growing with the network size when pk∼k−γ and γ≤3. For networks generated by stochastic local rules, 〈μ〉 increases with the network size and it does so faster than what is observed in their randomized versions. Furthermore, the number of communities increases with the network size and the correlation with 〈μ〉 follows.

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