Dice Question Streamline Icon: https://streamlinehq.com

Do topological perturbations trigger dimensional phase transitions in networks?

Determine whether topological perturbations—specifically shortcut addition via rewiring and link removal (dilution)—can induce genuine structural phase transitions in the spectral dimension of lattices and complex networks, as defined through the Laplacian Renormalization Group framework.

Information Square Streamline Icon: https://streamlinehq.com

Background

The paper studies scale-invariant networks using the Laplacian Renormalization Group (LRG), where the heat capacity plateau encodes the spectral dimension ds. The authors ask whether structural perturbations like adding shortcuts or deleting links can cause true phase transitions in this dimension, rather than smooth crossovers.

This question is central to understanding how quenched disorder and small-world effects reconfigure the large-scale geometry and universality classes of networks, potentially leading to new structural fixed points and attraction basins.

References

Here we exploit the LRG to tackle a crucial open question: can topological perturbations induce phase transitions in the very dimension of lattices and complex networks?

Geometric Criticality in Scale-Invariant Networks (2507.11348 - Lucarini et al., 15 Jul 2025) in Introduction, paragraph beginning "Here we exploit the LRG..."