English

Timeliness criticality in complex systems

Physics and Society 2025-03-07 v3 Disordered Systems and Neural Networks Statistical Mechanics

Abstract

In complex systems, external parameters often determine the phase in which the system operates, i.e., its macroscopic behavior. For nearly a century, statistical physics has extensively studied systems' transitions across phases, (universal) critical exponents, and related dynamical properties. Here we consider the functionality of systems, notably operations in socio-technical ones, production in economic ones and, more generally, any schedule-based system, where timing is of crucial importance. We introduce a stylized model of delay propagation on temporal networks, where the magnitude of delay-mitigating buffer acts as a control parameter. The model exhibits {\it timeliness criticality}, a novel form of critical behavior. We characterize fluctuations near criticality, commonly referred to as ``avalanches'', and identify the corresponding critical exponents. The model exhibits timeliness criticality also when run on real-world temporal systems such as production networks. Additionally, we explore potential connections with the Mode-Coupling Theory of glasses, the depinning transition and the directed polymer problem.

Keywords

Cite

@article{arxiv.2309.15070,
  title  = {Timeliness criticality in complex systems},
  author = {José Moran and Matthijs Romeijnders and Pierre Le Doussal and Frank P. Pijpers and Utz Weitzel and Debabrata Panja and Jean-Philippe Bouchaud},
  journal= {arXiv preprint arXiv:2309.15070},
  year   = {2025}
}

Comments

12 pages of main paper, 12 figures, 9 pages of supplementary information

R2 v1 2026-06-28T12:32:56.713Z