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2506.20728

Distributed Lyapunov Functions for Nonlinear Networks

Yiming Wang, Arthur N. Montanari, Adilson E. Motter

correctmedium confidence
Category
Not specified
Journal tier
Strong Field
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper’s augmented comparison lemma (its Lemma 2) is correct, though tersely justified via a citation. The candidate solution supplies a standard, fully detailed semigroup/Metzler proof of the same lemma and then gives a constructive choice V_p = k V_c that satisfies the derivative inequality required in the paper’s Theorem 1. While the paper’s proof sketch for Theorem 1 is brief and conflates steps (it does not explicitly construct V_p), the stated inequality (8) follows directly from substituting R = 1_L V_c − V into V̇ ≤ AV + BR, and the model provides an explicit family V_p that meets it. Thus both are correct; the model offers a clearer proof and construction.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} strong field

\textbf{Justification:}

The work introduces a scalable, distributed strategy for constructing Lyapunov functions with an augmented comparison lemma that handles residuals from dimensionality reduction. The theoretical claims align with standard monotone-systems theory and are supported by well-chosen numerical studies. However, the proof of Theorem 1 is overly terse and conflates steps; clarifying the direct derivation of (8) and providing a constructive witness for V\_p would strengthen rigor without altering the core contributions.