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On Eigenvalue Bounds for Bounded Genus Graphs and Minor-Free Graphs

Published 27 Aug 2026 in math.CO, cs.DM, and math.SP | (2608.27179v1)

Abstract: In this paper, we resolve a 30-year-old conjecture of Spielman and Teng concerning the performance of the spectral partitioning method on graphs embeddable on an orientable surface of genus gg. In particular, for such a graph GG with nn vertices and maximum degree ΔΔ, we show that the second-smallest eigenvalue of its Laplacian matrix satisfies λ2(LG)Δgnλ_2(L_G)\lesssimΔ\frac g n. We also obtain an improved eigenvalue bound for KhK_h-minor-free graphs of λ2(LG)Δh<sup>2(log</sup>h)<sup>2nλ_2(L_G)\lesssimΔ\frac{h<sup>2(\log</sup> h)<sup>2}n. In fact, our results directly prove much stronger results for reweighted eigenvalues, including higher reweighted eigenvalues. As a consequence, we obtain bounds not just on Laplacian eigenvalues, but also on normalized Laplacian eigenvalues and Steklov eigenvalues. Our results for genus-gg graphs are optimal for all of these kinds of eigenvalues, while our results for KhK_h-minor-free graphs are optimal up to log(h)\log(h) factors. Our techniques for genus-gg graphs bootstrap bounded-degree bounds of normalized eigenvalues for entire classes to bounds for reweighted eigenvalues for the same classes without the bounded-degree limitation, while our techniques for KhK_h-minor-free graphs generalize an argument of Korhonen and Lokshtanov, making use of the Lovász local lemma.

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