Gefei Cai
A short, general inequality resolves the Benjamini–Kozma conjecture for all transitive graphs and pushes the 3D LERW growth exponent lower bound from ~1.0001 to 3/2.
We introduce a quadratic ancestor inequality for weighted spanning trees on finite undirected graphs and give two applications. First, for every finite -vertex transitive graph, the expected distance in its uniform spanning tree (UST) between two independent uniform vertices is at least , resolving a conjecture in [Benjamini--Kozma, Comm. Math. Phys. 259 (2005), 257--286]. Second, we prove that the growth exponent of three-dimensional loop-erased random walk (LERW) is at least 3/2.
The paper proves a clean, general inequality for weighted spanning trees on finite graphs. For any root r and any set B, the matrix H_B H_B^T − J_B is positive semidefinite. Here H_B(x) is the probability that the root path of x hits B, and J_B(x,y) is the probability that x, y, r lie in three distinct components of T∖B. A corollary is P(LCA(X,Y)∈B) ≤ P(γ_X∩B≠∅)², with optimal constant 1. The proof uses complete log-concavity of matroid polynomials (Anari–Liu–Oveis Gharan–Vinzant; Brändén–Huh). The author builds a polynomial Q_B whose Hessian of log at 0 is exactly −(H H^T − J), and the construction (direct sum of a graphic and a free matroid, dualization, coefficient extraction) is clever and short.
Two applications follow:
1. Benjamini–Kozma conjecture. For any finite transitive graph with n vertices, E d_T(X,Y) ≥ √n − 1 in the UST. This resolves a conjecture from 2005 in full generality, in contrast to earlier √n bounds that needed high-dimensional or model-specific assumptions (Peres–Revelle, Schweinsberg). The reduction uses the massive spanning forest, transitivity (LCA is uniform), and m→0.
2. 3D LERW growth exponent β ≥ 3/2. This improves the long-standing β > 1 (and the recent β > 1.0001 of Liu) to a substantial, plausibly near-sharp value. The numerical value of β is believed to be about 1.62. The argument combines the inequality, a second-moment local connectivity estimate (via Wilson's algorithm and the Lyons–Peres–Schramm inequality), determinantal monotone coupling, and the known one-point estimates.
Further consequences include:
The proofs appear correct and tightly argued. The key steps are verifiable:
The applications rely on a series of standard but nontrivial tools: Wilson's algorithm, heat-kernel bounds, determinantal domination, and Li–Shiraishi/Shiraishi estimates. The 3D LERW argument is elegant. The inequality gives a|B_R|² ≤ |B_KR|·A_m², so A ≳ R^{3/2}, and this works because the local connectivity at scale R is bounded below uniformly. Some details are terse (for example the infinite-volume passage and the coupling), but they are standard. The paper is a pure theory paper with no numerics. The sharpness example for the constant is given. The AI-assistance statement is unusual, but the author takes responsibility, and the proofs are checkable.
LERW exponent bounds in 3D have been stuck near trivial for years. Liu's 2026 paper only reached 1.0001, so a jump to 3/2 is remarkable. The log-concave polynomial methods are a hot area, and applying them to spanning tree geometry is timely. The AI-assisted proof development is also of metascientific interest, and this paper may be cited as an example.
This is a high-impact probability paper. A strikingly compact new inequality yields a long-standing conjecture and a notable exponent improvement. It is likely to be widely cited in the UST and LERW literature and to inspire further use of Lorentzian polynomials in probability.
Generated Oct 16, 2026
A short, general inequality resolves the Benjamini–Kozma conjecture for all transitive graphs and pushes the 3D LERW growth exponent lower bound from ~1.0001 to 3/2.