Numerical renormalization of glassy dynamics
arXiv:2504.06849 · doi:10.1103/z64g-nqs6
Abstract
The quench dynamics of glassy systems are challenging. Due to aging, the system never reaches a stationary state but instead evolves on emergent scales that grow with its age. This slow evolution complicates field-theoretic descriptions, as the weak long-term memory and the absence of a stationary state hinder simplifications of the memory, always leading to the worst-case scaling of computational effort with the cubic power of the simulated time. Here, we present an algorithm based on two-dimensional interpolations of Green's functions, which resolves this issue and achieves sublinear scaling of computational cost. We apply it to the quench dynamics of the spherical mixed -spin model to establish the existence of a phase transition between glasses with strong and weak ergodicity breaking at a finite temperature of the initial state. By reaching times three orders of magnitude larger than previously attainable, we determine the critical exponents of this transition. Interestingly, these are continuously varying and, therefore, non-universal. While we introduce and validate the method in the context of a glassy system, it is equally applicable to any model with overdamped excitations.
arXiv comment5 pages, 2 figures, accepted for publication in PRL
References in corpus (31)
- Parallel Tempering: Theory, Applications, and New Perspectives
- Analytical Solution of the Off-Equilibrium Dynamics of a Long Range Spin-Glass Model
- Nonequilibrium dynamical mean-field theory and its applications
- Quantum Annealing: A New Method for Minimizing Multidimensional Functions
- On the Out of Equilibrium Relaxation of the Sherrington - Kirkpatrick model
- Recipes for metastable states in Spin Glasses
- Non-thermal fixed points: effective weak-coupling for strongly correlated systems far from equilibrium
- Statistical mechanics of the random K-SAT model
- Spontaneous and induced dynamic correlations in glass-formers II: Model calculations and comparison to numerical simulations
- On the stationary points of the TAP free energy
- Weak-ergodicity breaking in mean-field spin-glass models
- The statistics of critical points of Gaussian fields on large-dimensional spaces
- Ashkin-Teller criticality and pseudo first-order behavior in a frustrated Ising model on the square lattice
- The jamming transition as a paradigm to understand the loss landscape of deep neural networks
- Self-organized criticality in the hysteresis of the Sherrington - Kirkpatrick model
- Temperature evolution and bifurcations of metastable states in mean-field spin glasses, with connections with structural glasses
- The spherical 2+p spin glass model: an analytically solvable model with a glass-to-glass transition
- The spherical spin glass model: an exactly solvable model for glass to spin-glass transition
- Avalanches in mean-field models and the Barkhausen noise in spin-glasses
- Rethinking mean-field glassy dynamics and its relation with the energy landscape: the awkward case of the spherical mixed p-spin model
- Aging rate of spin glasses from simulations matches experiments
- Comparing Dynamics: Deep Neural Networks versus Glassy Systems
- The dynamics of the spherical p-spin model: from microscopic to asymptotics
- Aging dynamics of quantum spin glasses of rotors
- Replica Symmetry Breaking in Bipartite Spin Glasses and Neural Networks
- Strong ergodicity breaking in aging of mean field spin glasses
- Marvels and Pitfalls of the Langevin Algorithm in Noisy High-dimensional Inference
- Embedded error estimation and adaptive step-size control for optimal explicit strong stability preserving Runge--Kutta methods
- Memory truncated Kadanoff-Baym equations
- On weak ergodicity breaking in mean-field spin glasses
- Replica symmetry breaking in spin glasses in the replica-free Keldysh formalism