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Main Authors: Wu, Hongjin, Brandes, Ulrik
Format: Preprint
Published: 2025
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Online Access:https://arxiv.org/abs/2511.12646
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author Wu, Hongjin
Brandes, Ulrik
author_facet Wu, Hongjin
Brandes, Ulrik
contents The Kuramoto model can be formulated as a gradient flow on a nonconvex energy landscape of the form $E(\boldsymbolθ) := \frac{1}{2} \sum_{1\le i,j\le n} A_{ij}\bigl(1-\cos(θ_i-θ_j)\bigr).$ A fundamental question is to identify graph structures for which this landscape is benign, in the sense that every second-order stationary point corresponds to a fully synchronized state. This property guarantees that all trajectories of the Kuramoto model converge to a fully synchronized state except for a measure-zero set of initial conditions, a phenomenon known as global synchronization. Existing guarantees typically require that each node be connected to a sufficiently large fraction of the other nodes, enforcing high graph density. In this work, we show that threshold graphs lie well outside this regime while still exhibiting global synchronization. In particular, threshold graphs realize arbitrary edge densities and have degree sequences that are extremal in the sense of majorization. Our analysis is based on a phasor--geometric characterization of stationary points that exploits the structural and geometric symmetries induced by threshold graphs.
format Preprint
id arxiv_https___arxiv_org_abs_2511_12646
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Threshold graphs are globally synchronizing
Wu, Hongjin
Brandes, Ulrik
Dynamical Systems
Classical Analysis and ODEs
Combinatorics
Optimization and Control
90C26, 90C35, 34D06, 37N20, 05C75
G.2.2
The Kuramoto model can be formulated as a gradient flow on a nonconvex energy landscape of the form $E(\boldsymbolθ) := \frac{1}{2} \sum_{1\le i,j\le n} A_{ij}\bigl(1-\cos(θ_i-θ_j)\bigr).$ A fundamental question is to identify graph structures for which this landscape is benign, in the sense that every second-order stationary point corresponds to a fully synchronized state. This property guarantees that all trajectories of the Kuramoto model converge to a fully synchronized state except for a measure-zero set of initial conditions, a phenomenon known as global synchronization. Existing guarantees typically require that each node be connected to a sufficiently large fraction of the other nodes, enforcing high graph density. In this work, we show that threshold graphs lie well outside this regime while still exhibiting global synchronization. In particular, threshold graphs realize arbitrary edge densities and have degree sequences that are extremal in the sense of majorization. Our analysis is based on a phasor--geometric characterization of stationary points that exploits the structural and geometric symmetries induced by threshold graphs.
title Threshold graphs are globally synchronizing
topic Dynamical Systems
Classical Analysis and ODEs
Combinatorics
Optimization and Control
90C26, 90C35, 34D06, 37N20, 05C75
G.2.2
url https://arxiv.org/abs/2511.12646