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Filippo Radicchi

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Preprint Aug 2026

Criticality and universality in network dismantling

Identifying the smallest set of elements whose removal dismantle a complex network, known as the network dismantling problem, is a fundamental task with many practical applications. Whereas network dismantling has been extensively studied over the past decade, most work has focused on developing efficient algorithms for large but finite networks. By contrast, the physics of the network dismantling process, namely how the network structural connectivity is affected by the removal of nodes or edges, remains largely unexplored in the thermodynamic limit. Here, we shed light on this understudied aspect of network dismantling by introducing an adaptive biased percolation process able to optimally dismantle a network. Through a systematic analysis of synthetic network models, we find that the proposed percolation process displays a universal phase transition, characterized by the abrupt and simultaneous disappearance of both the giant connected component and the largest 2-core, across networks with markedly different degree distributions. Simulations on real networks further support this universality, indicating that the physics of network dismantling is insensitive to a broad range of topological properties. Together, these results suggest that a topology-agnostic theory could be developed to explain the critical behavior of network dismantling.

L. Cirigliano, Claudio Castellano, Minsuk Kim et al. · 0 citations
Preprint Aug 2026

Efficient generation of networks with minimal average shortest-path distance

This work considers the problem of finding, for a given degree sequence, the network structure displaying the smallest possible average shortest-path length and proposes a fast algorithm to construct approximate solutions to such a degree-constrained distance-minimization problem.

Meritxell Vila-Miñana, Filippo Radicchi · 0 citations