Clever algorithms for glasses work by time reparameterization

F Federico Ghimenti (Laboratoire Matière et Systèmes Complexes) L Ludovic Berthier (Laboratoire Charles Coulomb) J Jorge Kurchan (Laboratoire de Physique de l’École Normale Supérieure, École Normale Supérieure) F Frédéric van Wijland (Department of Applied Physics)

Abstract

The ultraslow dynamics of glass-formers has been explained by two views often considered as mutually exclusive: One invokes locally hindered mobility, and the other rests on the complexity of the configuration space. Here, we show that time evolution responds strongly to details of the dynamics by changing the speed of time flow: It has time-reparameterization softness. This finding reconciles both views: While local constraints reparameterize the flow of time, the global landscape determines relationships between different correlations at the same times. We show that modern algorithms developed to accelerate the relaxation to equilibrium act by changing the time reparameterization. Their success thus relies on their ability to exploit reparameterization softness. We conjecture that these results extend beyond the realm of glasses to the optimization of more general constraint satisfaction problems and to broader classes of algorithms.

Article Details

Volume / Issue Vol. 123, Issue 4
Published January 27, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (4)

F

Federico Ghimenti

Laboratoire Matière et Systèmes Complexes

L

Ludovic Berthier

Laboratoire Charles Coulomb

J

Jorge Kurchan

Laboratoire de Physique de l’École Normale Supérieure, École Normale Supérieure

F

Frédéric van Wijland

Department of Applied Physics