Ensemble Inequivalence and Phase Transitions in Unlabeled Networks

We discover a first-order phase transition in the canonical ensemble of random unlabeled networks with a prescribed average number of links. The transition is caused by the nonconcavity of microcanonical entropy. Above the critical point coinciding with the graph symmetry phase transition, the canonical and microcanonical ensembles are equivalent and have a well-behaved thermodynamic limit. Below the critical point, the ensemble equivalence is broken, and the canonical ensemble is a mixture of phases: empty networks and networks with average degrees diverging logarithmically with the network size. As a consequence, networks with bounded average degrees do not survive in the thermodynamic limit, decaying into the empty phase. The celebrated percolation transition in labeled networks is thus absent in unlabeled networks. In view of these differences between labeled and unlabeled ensembles, the question of which one should be used as a null model of different real-world networks cannot be ignored.

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Journal
Physical Review Letters
Published
2025-05-20
DOI
https://doi.org/10.1103/physrevlett.134.207401
Primary Topic
Complex Network Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

Ensemble Inequivalence and Phase Transitions in Unlabeled Networks

Dmitri Krioukov, Oleg Evnin
Physical Review Letters
Complex Network Analysis Techniques
article

Ensemble Inequivalence and Phase Transitions in Unlabeled Networks

Dmitri Krioukov, Oleg Evnin
article en

Abstract

We discover a first-order phase transition in the canonical ensemble of random unlabeled networks with a prescribed average number of links. The transition is caused by the nonconcavity of microcanonical entropy. Above the critical point coinciding with the graph symmetry phase transition, the canonical and microcanonical ensembles are equivalent and have a well-behaved thermodynamic limit. Below the critical point, the ensemble equivalence is broken, and the canonical ensemble is a mixture of phases: empty networks and networks with average degrees diverging logarithmically with the network size. As a consequence, networks with bounded average degrees do not survive in the thermodynamic limit, decaying into the empty phase. The celebrated percolation transition in labeled networks is thus absent in unlabeled networks. In view of these differences between labeled and unlabeled ensembles, the question of which one should be used as a null model of different real-world networks cannot be ignored.

Physical Review LettersVol. 134(20)
Vrije Universiteit Brussel (BE), Chulalongkorn University (TH), International Solvay Institutes (BE), Universidad del Noreste (MX)
National Science Foundation
Reduced inequalities
Openalex Percentile: Top 91%
Complex Network Analysis Techniques
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Ensemble Inequivalence and Phase Transitions in Unlabeled Networks — Dmitri Krioukov, Oleg Evnin · Physical Review Letters (2025) | TGRS Research Map | TGRS