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
- arXiv Links
- Abstract ↗PDF ↗
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.