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2406.09907

Balance with Memory in Signed Networks via Mittag-Leffler Matrix Functions

Yu Tian, Ernesto Estrada

correcthigh confidence
Category
Not specified
Journal tier
Specialist/Solid
Processed
Sep 28, 2025, 12:56 AM

Audit review

The paper proves 0 ≤ Kα(G) ≤ 1 and Kα(G)=1 iff G is structurally balanced by decomposing Tr(Eα(A)) into positive/negative closed-walk contributions and invoking complete monotonicity of Eα(−x) for 0<α≤1, see Eq. (4.10)–(4.12) and Theorem 4.7 . The candidate solution reaches the same result via a termwise series inequality Tr(|A|^k)−Tr(A^k)≥0 and, for the equality case, uses a diagonal signature S with A=S|A|S to show trace equality when balanced. Both are correct; the approaches are related but not the same.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} specialist/solid

\textbf{Justification:}

The paper correctly extends walk-based balance indices to the Mittag–Leffler setting and grounds the construction in a fractional nonconservative diffusion model. The main bound and equality condition are sound. A few minor clarifications (explicit positivity of the denominator; optional inclusion of a simple conjugation argument for the equality case) would enhance rigor and readability.