Search arXivSearch

arXiv · 2504.21098

Sampling biased spanning forests through marked vertices

Abstract

We study biased spanning forests on the complete graph \(K_N\), obtained by assigning weight proportional to \(κ^q\) to spanning trees on \(K_N\cup\{Δ\}\), where \(q\) is the degree of a distinguished root \(Δ\). Fixing a finite set \(L\) of marked vertices, we analyze the minimal \(Δ\)-rooted subtree connecting \(L\) to \(Δ\). In this sense, we investigate the effect of partially sampling a large random spanning forest through finitely many vertices. For fixed \(κ\), the reduced subtree is asymptotically a uniformly distributed binary tree, and graph distances rescaled by \(\sqrt N\) converge jointly in distribution to the explicit limit introduced by Aldous in his study of the Brownian CRT. We show that the scale \(κ\asymp\sqrt N\) is critical: if \(κ=o(\sqrt N)\), the marked vertices lie asymptotically in a single component; if \(κ\gg\sqrt N\), the induced partition is asymptotically discrete and the distances to \(Δ\) are negligible on the \(\sqrt N\) scale. In the critical regime \(κ=c\sqrt N\), the induced partition of the marked vertices converges to a non-degenerate limit law, namely the \(\tfrac12\)-stable Poisson--Kingman partition studied by Pitman. We also describe a continuous-time edge-cutting dynamics: under the critical scaling, its fixed-time marginals are obtained by the parameter shift \(c\mapsto c+a\). Our approach remains entirely discrete and combinatorial: the asymptotics are obtained from explicit determinant formulas and elementary expansions, without invoking continuum limits.

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Yves Le Jan. 2026-07-08. Sampling biased spanning forests through marked vertices. https://arxiv.org/abs/2504.21098

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related papers

Adjunctions, Box Products, and Forcing Families

Sidorenko's conjecture states that the number of copies of any given bipartite graph in another graph of given density is asymptotically minimized by a random graph. For bipartite graphs containing a cycle, the forcing conjecture further asserts that asymptotic equality characterizes quasi-random graphs. We establish an adjoint identity for a general class of graph-substitution operators and use it to obtain Sidorenko and forcing results for balanced blow-ups, subdivisions, Cartesian products, and strong products.

math.CO

On the Cost Number of Graphs with Determining Number Two

A distinguishing vertex coloring of a graph $G$ is a vertex coloring such that only the identity automorphism of $G$ preserves the coloring. A graph is $2$-distinguishable if it admits a distinguishing vertex coloring with two colors, and its cost $ρ(G)$ is the minimum size of a color class in such a coloring. The determining number of a graph $G$, denoted by $Det(G)$, is the minimum size of a subset $S\subseteq V(G)$ such that only the trivial automorphism fixes every element of $S$ pointwise. Boutin (J. Combin. Math. Combin. Comput. 85: 161-171, 2013) asked if $ρ(G)$ and $Det(G)$ can be arbitrarily far apart. While the case for $Det(G) = 1$ is trivial, the answer remained unknown for $Det(G) \ge 2$. In this manuscript, we show that if $Det(G)=2$ then not only is $ρ(G)$ bounded, but in fact $ρ(G) \leq 4$. This is the first resolution of Boutin's question for any nontrivial fixed determining number. Moreover, for every fixed $Det(G)= n$, we construct examples giving a lower bound on any possible upper bound for $ρ(G)$ in terms of $n$.

math.CO