2203.01673
Mean-field nature of synchronization stability in networks with multiple interaction layers
Charo I. del Genio, Sergio Faci-Lázaro, Jesús Gómez-Gardeñes, Stefano Boccaletti
incompletemedium confidence
- Category
- Not specified
- Journal tier
- Strong Field
- Processed
- Sep 28, 2025, 12:56 AM
- arXiv Links
- Abstract ↗PDF ↗
Audit review
The paper explicitly derives the mean-field equations (6)–(7) from the exact master-stability formulation (2) by introducing the mean-field spectral-overlap matrix Γ(α),MF with small rotation angle ε(α), and shows the associated complexity drop from O(N^2 M) to O(N M) per mode; these match the candidate solution’s parts (a)–(b) exactly . However, for part (c), the paper offers only numerical evidence that the sign of the largest Lyapunov exponent is “virtually always” assessed correctly and does not provide the analytic, small-ε robustness proof; the candidate solution supplies a correct argument via matrix-measure continuity bounds that fills this gap. Hence the paper is incomplete relative to (c), while the model’s proof is correct under mild, standard assumptions.
Referee report (LaTeX)
\textbf{Recommendation:} minor revisions \textbf{Journal Tier:} strong field \textbf{Justification:} Clear mean-field construction and first-order derivation, strong numerical validation, and a compelling complexity reduction. The manuscript would be further strengthened by stating a succinct analytic robustness guarantee for the sign of the largest Lyapunov exponent under small inter-layer perturbations, which would align the theory with the empirical claims.