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Monochromatic arm exponents for critical planar percolation

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Abstract

We determine the monochromatic three-arm exponent for critical planar percolation through the exact spectral threshold of an explicit positive integral operator family with elementary kernels, obtaining ξ3=0.76928375⋯ξ_3=0.76928375\cdots. Unlike the monochromatic two-arm (backbone) event, the three-arm event can be obstructed by two distinct white clusters, so a Markovian exploration must retain the past connections. We introduce a two-point boundary observable that records these connections. Using the coupling between conformal loop ensemble (CLE) and Liouville quantum gravity (LQG), this observable satisfies a renewal equation in terms of quantum boundary lengths, and yields the explicit operator whose spectral information determines ξ3ξ_3. Our approach also gives an explicit spectral characterization of monochromatic nn-arm exponents for all n≥4n\ge4.

Introduction

Bernoulli percolation is one of the simplest and most fundamental models of statistical mechanics. In two dimensions, it has been central to the study of critical phenomena through conformal invariance. For critical site percolation on the triangular lattice, Smirnov [31] rigorously proved the conformal invariance of crossing probabilities and Cardy’s formula. Together with the introduction of Schramm–Loewner evolution (SLE6_6) [28], this establishes the convergence of the critical percolation interface to SLE6_6. The full collection of interfaces was subsequently shown to have a scaling limit [13], described by the nested conformal loop ensemble (CLE) CLE6_6 [29]. The arm exponents are a family of basic scaling exponents in critical percolation that describe the power-law decay rate of the probabilities of disjoint paths crossing annuli with specific colors. An arm event is called polychromatic if its prescribed colors include both black and white, and monochromatic if all arms have the same color. The exact evaluation of these exponents was an early application of SLE. The one-arm exponent is 5/485/48 [18], and the polychromatic (n≥2n \ge2)-arm exponents are αn=n2−112\alpha_n = \frac{n^2-1}{12} for every color sequence containing both colors [32]. These results confirmed predictions from statistical physics [1].

On the other hand, for the monochromatic nn-arm exponents with n≥2n \ge2, the exact evaluation remained open for many years. In [9], it is shown that ξn\xi_n exists and satisfies αn<ξn<αn+1\alpha_n < \xi_n < \alpha_{n+1} for n≥2n \ge2. It is only recently [25] that the monochromatic two-arm exponent ξ2=0.3566668⋯\xi_2 = 0.3566668\cdots (also known as the backbone exponent) has been determined explicitly as a root of an elementary function. Since the backbone exponent is determined by the obstruction caused by a single white cluster, the derivation there reduces to a conformal-radius computation for SLE bubbles, which is carried out using the coupling between SLE and Liouville quantum gravity (LQG).

However, for three or more monochromatic arms, distinct white clusters may jointly obstruct the crossings even when none of them does so alone. In terms of the exploration process in [25], the previously discovered loops become boundary arcs, and a newly discovered loop can separate the target together with one of these arcs. Therefore, the stopping rule depends on past connections, which makes essential difficulties in extending their derivation to general ξn\xi_n; see [25 Remark 2.3].

In this paper, we determine the monochromatic three-arm exponent ξ3\xi_3 through the unique spectral threshold of an explicit family of positive integral operators with elementary kernels, obtaining ξ3=0.76928375⋯\xi_3 = 0.76928375\cdots. The key is a new two-point boundary observable that records the connections required for the monochromatic three-arm event. After coupling CLE with an independent LQG field, we use the domain Markov property to derive a renewal equation for this observable in terms of quantum boundary lengths. Taking the Mellin transform then yields an integro-differential equation with specific boundary conditions. Finally, a general spectral threshold theorem concludes the spectral characterization of ξ3\xi_3. Our approach is robust and also gives an explicit spectral characterization of monochromatic nn-arm exponents for all n≥4n \ge4; see § 1.3.

The exponent ξ3\xi_3 and its analytic characterization

Let δT\delta\mathbb{T} be the triangular lattice with mesh size δ>0\delta> 0, with each vertex independently colored black or white with probability 1/21/2 each. For 0<r<R0 < r < R, write p3(r,R)p_3(r,R) for the limit of the probability of three vertex-disjoint black crossings of {z∈C:r<∣z∣<R}\{z \in\mathbb{C} : r < |z| < R\} as δ↓0\delta\downarrow0. Let τ=(2π)−1log⁡(R/r)>0\tau= (2\pi)^{-1}\log(R/r) > 0 be the conformal modulus, and set p3(τ)=p3(e−2πτ,1)p_3(\tau) = p_3(e^{-2\pi\tau},1). The results of [9] give

p3(τ)=exp⁡{−2πξ3τ+o(τ)},23<ξ3<54.(1)p_3(\tau) = \exp\{-2\pi\xi_3\tau+ o(\tau)\}, \qquad\frac{2}{3} < \xi_3 < \frac{5}{4}. \tag*{(1)}

We express ξ3\xi_3 through the following family of integral operators on R\mathbb{R}. For t∈Rt \in\mathbb{R}, put

x(t)=et1+et,a(t)=1−x(t),L0=−d2dt2+14,x(t) = \frac{e^t}{1+e^t}, \qquad a(t) = 1-x(t), \qquad L_0 = -\frac{d^2}{dt^2} + \frac{1}{4},
H(t)=9316π2cosh⁡(t/2)+3(2cosh⁡(t/2)+1)3.(2)H(t) = \frac{9\sqrt{3}}{16\pi}\frac{2\cosh(t/2)+3}{(2\cosh(t/2)+1)^3}. \tag*{(2)}

For s∈Cs \in\mathbb{C} with ∣Re⁡s∣<2|\operatorname{Re}s| < 2 and a bounded measurable function f:R→Cf:\mathbb{R}\to\mathbb{C}, define

(Tsf)(t)=∫RH(t−u)([x(t)]1+s[x(u)]1−s+[a(t)]1+s[a(u)]1−s)f(u) du.(3)(T_s f)(t) = \int_{\mathbb{R}} H(t-u)\left([x(t)]^{1+s}[x(u)]^{1-s} + [a(t)]^{1+s}[a(u)]^{1-s}\right)f(u)\,du. \tag*{(3)}

The powers use the real logarithms of xx and aa.

Theorem 1.1. There is a unique positive parameter s∗∈(0,2)s_*\in(0,2) for which

L0r=Ts∗r(4)L_0r=T_{s_*}r \tag*{(4)}

has a strictly positive bounded even solution r∈C2(R)r\in C^2(\mathbb{R}). Moreover, 3/2<s∗<23/2<s_*<2, and

ξ3=s∗2−1/43.(5)\xi_3=\frac{s_*^2-1/4}{3}. \tag*{(5)}

The solution is unique up to multiplication by a positive constant and has a positive common limit at both −∞-\infty and +∞+\infty.

All coefficients and the boundary condition in (4) are explicit. Numerical evaluation gives

s∗≈1.59932838,ξ3≈0.76928375.s_*\approx1.59932838,\qquad\xi_3\approx0.76928375.

See Appendix § 8.§ 3. This agrees with the estimate 0.77±0.020.77\pm0.02 obtained by the transfer matrix [17].

The parameter s∗s_* is a simple zero of the Fredholm determinant defined as follows. Put

g(t)=e−∣t∣/2,q0(t)=338π(cosh⁡(t/2)+1/2),A(t)=2732π2tcoth⁡3t4,g(t)=e^{-|t|/2},\qquad q_0(t)=\frac{3\sqrt{3}}{8\pi(\cosh(t/2)+1/2)},\qquad A(t)=\frac{27}{32\pi^2}t\coth\frac{3t}{4},

where A(0)=9/(8π2)A(0)=9/(8\pi^2) by continuity. Write (f∗h)(t)=∫Rf(t−u)h(u) du(f*h)(t)=\int_{\mathbb{R}}f(t-u)h(u)\,\mathrm{d}u for convolution, and set

Rsf=g∗(Tsf)−q0∗f,Sf=f−A∗f+A∫Rf.R_sf=g*(T_sf)-q_0*f,\qquad Sf=f-A*f+A\int_{\mathbb{R}}f.

The latter formula is applied to exponentially decaying even functions. Let Leven2(R)L^2_{\mathrm{even}}(\mathbb{R}) be the space of square-integrable even functions, let II be its identity operator, and let 11 denote the constant function.

Proposition 1.2. The block operator below is the identity plus a trace-class operator on C⊕Leven2(R)\mathbb{C}\oplus L^2_{\mathrm{even}}(\mathbb{R}), and its Fredholm determinant

D(s)=det⁡(∫RRs1f⟼∫RRsf−SRs1I−SRs),∣Re⁡s∣<2,(6)\mathcal{D}(s)=\det\begin{pmatrix} \int_{\mathbb{R}}R_s1 & f\longmapsto\int_{\mathbb{R}}R_sf\\ -SR_s1 & I-SR_s \end{pmatrix},\qquad|\operatorname{Re}s|<2, \tag*{(6)}

is holomorphic in this strip. The parameter s∗s_* of Theorem 1.1 is its smallest positive zero:

s∗=min⁡{s∈(0,2):D(s)=0}.s_*=\min\{s\in(0,2):\mathcal{D}(s)=0\}.

This zero is simple.

The proof of Proposition 1.2 is given in Appendix § 8.

Proof strategy

The main difficulty is to construct an observable for three-arm connectivity that can be evaluated after cutting a complete boundary-touching CLE loop. Two white clusters may jointly obstruct three disjoint black crossings, so an exploration must retain their past connections. In § 2, we introduce two outer boundary marks and a boundary two-point observable recording these connections. For a boundary-touching loop whose white cluster avoids the inner set, we identify the observable in the retained exterior component, marked at the endpoints of its inherited boundary arc, with the indicator that the original three-arm event holds and the discarded boundary arc is maximal; see Lemma 2.5. Averaging over the original marks then expresses the averaged observable as a weighted sum of the same observable in the retained components, together with a contribution from white clusters meeting the inner set. This is the formula of Proposition 2.3.

To evaluate this sum, we need a tractable description of the retained component together with its inherited boundary arc and the newly exposed arc along the CLE interface. We couple CLE with an independent LQG field and equip both arcs with their quantum boundary lengths. The coupling of SLE and CLE with LQG was developed in [30, 14, 22, 21] and has since been widely used to derive exact formulas in statistical mechanics; see e.g. [5, 4 SXZ24, LSYZ26, 12]. In § 3, we use this coupling to identify the quantum surface associated with the retained component as a CLE-decorated quantum disk with one interior mark and two boundary marks. It also gives an explicit kernel for the quantum boundary lengths of the newly exposed and the discarded boundary arcs. Integrating the sum in Proposition 2.3 against the LQG field therefore gives a closed equation in terms of quantum boundary lengths; see Proposition 3.2.

We then transfer this equation to the annulus setup, and obtain an equation for the annulus partition function in § 4. This follows from the construction of the Brownian annulus [7] and its application to percolation in [SXZ24]. After Mellin transformation, this yields an integro-differential equation in Proposition 4.1 with an explicit kernel.

The remaining task is to analyze the integro-differential equation of Proposition 4.1 and derive an exact spectral formula for ξ3\xi_3. In § 5, we combine arm event estimates with moment bounds for Gaussian multiplicative chaos (GMC) [26, 27] to identify the boundary condition satisfied by the transformed observable. The general spectral threshold theorem, Theorem 6.1, then identifies the convergence endpoint of the Mellin transform with the spectral threshold, proving Theorem 1.1. Appendix § 8 gives an alternative expression via Fredholm determinant and proves Proposition 1.2.

The above approach extends to the monochromatic three-arm exponents of CLEκ\mathrm{CLE}_{\kappa} for all 4<κ<84<\kappa<8. The computation in § 3 is valid for general 4<κ<84<\kappa<8, and we provide the candidate exponent in Appendix B. The additional technical input is the corresponding spectral threshold theorem and analogs of the estimates determining the boundary condition in § 5 for general κ\kappa. We leave the details to future work.

Remark 1.3 (SLE-martingale approach). In [18 Appendix B], based on the SLE exploration, the backbone exponent ξ2\xi_2 is reduced to an eigenvalue problem for a second-order PDE. Recently, its explicit solution was obtained with the assistance of AI in [MV26], thereby recovering the result of [25]. For ξ3\xi_3, one might also use the geometric observation in Proposition 2.3 to develop an SLE-martingale approach that tracks both the conformal radius and the harmonic measure of the inherited boundary arc in the component retained after cutting a complete boundary-touching loop. It would be interesting to determine whether this approach yields an explicit characterization of ξ3\xi_3 and, if so, how that relates to the one in Theorem 1.1.

Monochromatic nn-arm exponents for n≥4n \ge4

The approach above provides a robust method for determining all of the monochromatic nn-arm exponents ξn\xi_n for critical percolation. The geometric observation in § 2 extends to n≥4n \ge4 by introducing additional boundary marks and recording the possible disjoint black connections from these marks to the inner boundary. Cutting complete boundary-touching CLE loops then yields a closed system of identities for the marked events, and conformal welding expresses these identities in terms of quantum boundary lengths. See the supplementary note [Cai26].

Here we briefly present the spectral characterization for every ξn\xi_n with n≥4n \ge4. Write r(A)r(A) for the spectral radius of an operator AA, and let

Δn−1={(x1,…,xn−1)∈(0,∞)n−1:∑i=1n−1xi=1},dx=dx1⋯dxn−2,\Delta_{n-1}=\left\{(x_1,\ldots,x_{n-1})\in(0,\infty)^{n-1}:\sum_{i=1}^{n-1}x_i=1\right\},\qquad dx=dx_1\cdots dx_{n-2},

where xn−1=1−∑i=1n−2xix_{n-1}=1-\sum_{i=1}^{n-2}x_i. Here xix_i is the quantum length of the iith successive outer boundary arc divided by the outer perimeter. We write L1(Δn−1,dx)L^1(\Delta_{n-1},dx) for the space of functions integrable with respect to this coordinate Lebesgue measure.

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