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Limits of descent-biased trees

Victor Dubach, Paul Thévenin, Stephan Wagner

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Source: arXiv

Published: Sep 14, 2026

arXiv: 2609.15451

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Source abstract

We investigate scaling and local limits of random trees biased according to their number of descents. A descent in a rooted labeled tree tt is a parent-child pair such that the label of the parent is greater than the label of the child, and the total number of descents is denoted by des(t)\mathrm{des}(t). For n1n \geq 1 and qn0q_n \geq 0, we consider the probability measure on trees of size nn where each tree tt is chosen with a probability proportional to qndes(t)q_n^{\mathrm{des}(t)}. We study the resulting random tree Tn(qn)\mathcal{T}_n^{(q_n)} properly rescaled as nn \to \infty, and focus on two regimes for the bias parameter qnq_n. When qn=q(0,1]q_n = q \in (0,1] is fixed, we prove that Tn(q)\mathcal{T}_n^{(q)} converges in distribution to the Brownian Continuum Random Tree. When qn=a/nq_n = a/n for some fixed a>0a > 0, we prove that Tn(qn)\mathcal{T}_n^{(q_n)} converges in distribution to a random non-trivial dendron constructed from a Poisson-Dirichlet sequence. We complement these results with a description of the Benjamini-Schramm local limit of Tn(qn)\mathcal{T}_n^{(q_n)} in all regimes of parameters. Our proofs rely on analytic combinatorics to find the asymptotics of certain statistics of the tree, and on a probabilistic analysis of the structure of descent-biased random trees.

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Limits of descent-biased trees — Mathematical Frontier Network