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Main Authors: Kim, Minsuk, Cirigliano, Lorenzo, Castellano, Claudio, Sun, Hanlin, Jankowski, Robert, Poggialini, Anna, Radicchi, Filippo
Format: Preprint
Published: 2025
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Online Access:https://arxiv.org/abs/2509.09142
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author Kim, Minsuk
Cirigliano, Lorenzo
Castellano, Claudio
Sun, Hanlin
Jankowski, Robert
Poggialini, Anna
Radicchi, Filippo
author_facet Kim, Minsuk
Cirigliano, Lorenzo
Castellano, Claudio
Sun, Hanlin
Jankowski, Robert
Poggialini, Anna
Radicchi, Filippo
contents The shortest-path percolation (SPP) model aims at describing the consumption and eventual exhaustion of a network's resources. Starting from a network containing a macroscopic connected component, random pairs of nodes are sequentially selected, and if the length of the shortest path connecting the node pairs is smaller than a tunable budget parameter, then all edges along such a path are removed from the network. As edges are progressively removed, the network eventually breaks into multiple microscopic components, undergoing a percolation-like transition. It is known that SPP transition on Erdős-Rényi networks (ERNs) belongs to same universality class as of the ordinary bond percolation if the budget parameter is finite; for unbounded budget, instead, the SPP transition becomes more abrupt than the ordinary percolation transition. By means of large-scale numerical simulations and finite-size scaling analysis, here we study the SPP transition on random scale-free networks (SFNs) characterized by power-law degree distributions. We find, in contrast with ordinary percolation, that the transition is identical to the one observed on ERNs, denoting independence from the degree exponent. Still, we distinguish finite- and infinite-budget SPP universality classes. Our findings follow from the fact that the SPP process drastically homogenizes the heterogeneous structure of SFNs before the SPP transition takes place.
format Preprint
id arxiv_https___arxiv_org_abs_2509_09142
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Shortest-path percolation on scale-free networks
Kim, Minsuk
Cirigliano, Lorenzo
Castellano, Claudio
Sun, Hanlin
Jankowski, Robert
Poggialini, Anna
Radicchi, Filippo
Physics and Society
The shortest-path percolation (SPP) model aims at describing the consumption and eventual exhaustion of a network's resources. Starting from a network containing a macroscopic connected component, random pairs of nodes are sequentially selected, and if the length of the shortest path connecting the node pairs is smaller than a tunable budget parameter, then all edges along such a path are removed from the network. As edges are progressively removed, the network eventually breaks into multiple microscopic components, undergoing a percolation-like transition. It is known that SPP transition on Erdős-Rényi networks (ERNs) belongs to same universality class as of the ordinary bond percolation if the budget parameter is finite; for unbounded budget, instead, the SPP transition becomes more abrupt than the ordinary percolation transition. By means of large-scale numerical simulations and finite-size scaling analysis, here we study the SPP transition on random scale-free networks (SFNs) characterized by power-law degree distributions. We find, in contrast with ordinary percolation, that the transition is identical to the one observed on ERNs, denoting independence from the degree exponent. Still, we distinguish finite- and infinite-budget SPP universality classes. Our findings follow from the fact that the SPP process drastically homogenizes the heterogeneous structure of SFNs before the SPP transition takes place.
title Shortest-path percolation on scale-free networks
topic Physics and Society
url https://arxiv.org/abs/2509.09142