2012.07764
Concerning Iterative Graph Normalization and Maximum Weight Independent Sets
Laurent Guigues
correcthigh confidence
- Category
- math.DS
- Journal tier
- Specialist/Solid
- Processed
- Sep 28, 2025, 12:55 AM
- arXiv Links
- Abstract ↗PDF ↗
Audit review
The paper proves: (i) normalizable binary fixed points of Nh are exactly maximal independent sets; (ii) the Jacobian at a MIS has spectrum {0} ∪ {h′(0)/s_i} and spectral radius h′(0)/dens_G(S), yielding local attractivity when <1 and quadratic convergence when h′(0)=0; (iii) non-maximal independent sets are repulsive under h′≠0; and (iv) a rectangular basin-of-attraction criterion for N when dens_G(S)≥2. The candidate solution establishes the same three core results and the optional basin criterion with slightly different arguments (e.g., a block-triangular Jacobian derivation, and a perturbation-based repulsivity argument), but all conclusions match the paper’s statements.
Referee report (LaTeX)
\textbf{Recommendation:} minor revisions
\textbf{Journal Tier:} specialist/solid
\textbf{Justification:}
The audited results are correct and align with the paper's theorems. The connection between fixed points of activated normalization and maximal independent sets is clearly established, the Jacobian spectrum at MIS is characterized accurately, repulsivity of non-maximal independent sets is justified, and a clean basin-of-attraction criterion is given. Minor clarifications on activation function regularity and a brief formal argument for quadratic convergence would strengthen the presentation.