In this paper we investigate the action of self-consistent transfer operators (STOs) on Birkhoff cones and give sufficient conditions for stability of their fixed points. Our approach relies on the order preservation properties of STOs that can be established via the study of their differential. We show that this approach is effective both in the weak coupling regime and in some strong coupling ones. In particular, we apply the construction to STOs arising from strongly coupled maps both deterministic and noisy. Our approach allows for explicit estimates that we use to give examples of STOs with multiple stable fixed points. Furthermore we show examples where some of these fixed points are far from the asymptotic statistical behaviour of the corresponding system of finite coupled maps
{"title":"Stability of Fixed Points for Nonlinear Selfconsistent Transfer Operators via Cone Contractions","authors":"Roberto Castorrini, Stefano Galatolo, Matteo Tanzi","doi":"10.1007/s10955-026-03586-2","DOIUrl":"10.1007/s10955-026-03586-2","url":null,"abstract":"<div><p>In this paper we investigate the action of self-consistent transfer operators (STOs) on Birkhoff cones and give sufficient conditions for stability of their fixed points. Our approach relies on the order preservation properties of STOs that can be established via the study of their differential. We show that this approach is effective both in the weak coupling regime and in some strong coupling ones. In particular, we apply the construction to STOs arising from strongly coupled maps both deterministic and noisy. Our approach allows for explicit estimates that we use to give examples of STOs with multiple stable fixed points. Furthermore we show examples where some of these fixed points are far from the asymptotic statistical behaviour of the corresponding system of finite coupled maps</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147339205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-14DOI: 10.1007/s10955-026-03583-5
Philipp Benjamin Aretz, Manfred Salmhofer
We provide a mathematically rigorous Keldysh functional integral for fermionic quantum field theories. We show convergence of a discrete-time Grassmann Gaussian integral representation in the time-continuum limit under very general hypotheses. We also prove analyticity of the effective action and explicit bounds for the truncated (connected) expectation values (gamma ^textrm{c}_{m,bar{m}}) of the non-equilibrium system. These bounds imply clustering with a summable decay in the thermodynamic limit, provided these properties hold at time zero, and provided that the determinant bound (delta _C) and decay constant (alpha _C) of the fermionic Keldysh covariance are bounded uniformly in the volume. We then give bounds for these constants and show that uniformity in the volume indeed holds for a general class of systems. Finally we show that in the setting of dissipative quantum systems, these bounds are not necessarily restricted to short times.
{"title":"A rigorous Keldysh functional integral for fermions","authors":"Philipp Benjamin Aretz, Manfred Salmhofer","doi":"10.1007/s10955-026-03583-5","DOIUrl":"10.1007/s10955-026-03583-5","url":null,"abstract":"<div><p>We provide a mathematically rigorous Keldysh functional integral for fermionic quantum field theories. We show convergence of a discrete-time Grassmann Gaussian integral representation in the time-continuum limit under very general hypotheses. We also prove analyticity of the effective action and explicit bounds for the truncated (connected) expectation values <span>(gamma ^textrm{c}_{m,bar{m}})</span> of the non-equilibrium system. These bounds imply clustering with a summable decay in the thermodynamic limit, provided these properties hold at time zero, and provided that the determinant bound <span>(delta _C)</span> and decay constant <span>(alpha _C)</span> of the fermionic Keldysh covariance are bounded uniformly in the volume. We then give bounds for these constants and show that uniformity in the volume indeed holds for a general class of systems. Finally we show that in the setting of dissipative quantum systems, these bounds are not necessarily restricted to short times.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10955-026-03583-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147339204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-14DOI: 10.1007/s10955-026-03582-6
Diyath Pannipitiya, Roland Roeder
Let (Z_n(z,t)) denote the partition function of the q-state Potts Model on the rooted binary Cayley tree of depth n. Here, (z = textrm{e}^{-h/T}) and (t = textrm{e}^{-J/T}) with h denoting an externally applied magnetic field, T the temperature, and J a coupling constant. One can interpret z as a “magnetic field-like” variable and t as a “temperature-like” variable. Physical values (h in mathbb {R}, T > 0), and (J in mathbb {R}) correspond to (t in (0,infty )) and (z in (0,infty )). For any fixed (t_0 in (0,infty )) and fixed (n in mathbb {N}) we consider the complex zeros of (Z_n(z,t_0)) and how they accumulate on the ray ((0,infty )) of physical values for z as (n rightarrow infty ). In the ferromagnetic case ((J >0) or equivalently (t in (0,1))) these Lee-Yang zeros accumulate to at most one point on ((0,infty )) which we describe using explicit formulae. In the antiferromagnetic case ((J < 0) or equivalently (t in (1,infty ))) these Lee-Yang zeros accumulate to at most two points of ((0,infty )), which we again describe with explicit formulae. The same results hold for the unrooted Cayley tree of branching number two. These results are proved by adapting a renormalization procedure that was previously used in the case of the Ising model on the Cayley Tree by Müller-Hartmann and Zittartz (1974 and 1977), Barata and Marchetti (1997), and Barata and Goldbaum (2001). We then use methods from complex dynamics and, more specifically, the active/passive dichotomy for iteration of a marked point, along with detailed analysis of the renormalization mappings, to prove the main results.
设(Z_n(z,t))为深度为n的根二叉Cayley树上q态Potts模型的配分函数。其中(z = textrm{e}^{-h/T})和(t = textrm{e}^{-J/T}), h为外加磁场,T为温度,J为耦合常数。可以将z解释为“类磁场”变量,将t解释为“类温度”变量。物理值(h in mathbb {R}, T > 0)和(J in mathbb {R})分别对应(t in (0,infty ))和(z in (0,infty ))。对于任何固定的(t_0 in (0,infty ))和固定的(n in mathbb {N}),我们考虑(Z_n(z,t_0))的复零以及它们如何在z为(n rightarrow infty )的物理值的射线((0,infty ))上积累。在铁磁的情况下((J >0)或相当于(t in (0,1))),这些李阳零累积到((0,infty ))上最多一个点,我们用显式公式描述。在反铁磁的情况下((J < 0)或相当于(t in (1,infty ))),这些李杨零累积到((0,infty ))的最多两个点,我们再次用显式公式描述。同样的结果也适用于分支数为2的无根Cayley树。这些结果是通过采用一种重整化过程来证明的,这种重整化过程之前曾用于勒-哈特曼和齐塔尔兹(1974年和1977年)、巴拉塔和马尔凯蒂(1997年)以及巴拉塔和金鲍姆(2001年)在凯莱树上的Ising模型中。然后,我们使用复杂动力学的方法,更具体地说,是标记点迭代的主动/被动二分法,以及对重整化映射的详细分析,来证明主要结果。
{"title":"A Dynamical Approach to Studying the Lee-Yang Zeros for the Potts Model on the Cayley Tree","authors":"Diyath Pannipitiya, Roland Roeder","doi":"10.1007/s10955-026-03582-6","DOIUrl":"10.1007/s10955-026-03582-6","url":null,"abstract":"<div><p>Let <span>(Z_n(z,t))</span> denote the partition function of the <i>q</i>-state Potts Model on the rooted binary Cayley tree of depth <i>n</i>. Here, <span>(z = textrm{e}^{-h/T})</span> and <span>(t = textrm{e}^{-J/T})</span> with <i>h</i> denoting an externally applied magnetic field, <i>T</i> the temperature, and <i>J</i> a coupling constant. One can interpret <i>z</i> as a “magnetic field-like” variable and <i>t</i> as a “temperature-like” variable. Physical values <span>(h in mathbb {R}, T > 0)</span>, and <span>(J in mathbb {R})</span> correspond to <span>(t in (0,infty ))</span> and <span>(z in (0,infty ))</span>. For any fixed <span>(t_0 in (0,infty ))</span> and fixed <span>(n in mathbb {N})</span> we consider the complex zeros of <span>(Z_n(z,t_0))</span> and how they accumulate on the ray <span>((0,infty ))</span> of physical values for <i>z</i> as <span>(n rightarrow infty )</span>. In the ferromagnetic case (<span>(J >0)</span> or equivalently <span>(t in (0,1))</span>) these Lee-Yang zeros accumulate to at most one point on <span>((0,infty ))</span> which we describe using explicit formulae. In the antiferromagnetic case <span>((J < 0)</span> or equivalently <span>(t in (1,infty ))</span>) these Lee-Yang zeros accumulate to at most two points of <span>((0,infty ))</span>, which we again describe with explicit formulae. The same results hold for the unrooted Cayley tree of branching number two. These results are proved by adapting a renormalization procedure that was previously used in the case of the Ising model on the Cayley Tree by Müller-Hartmann and Zittartz (1974 and 1977), Barata and Marchetti (1997), and Barata and Goldbaum (2001). We then use methods from complex dynamics and, more specifically, the active/passive dichotomy for iteration of a marked point, along with detailed analysis of the renormalization mappings, to prove the main results.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147339206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-13DOI: 10.1007/s10955-026-03580-8
Xiangjun Xing
Markovianity and local detailed balance (LDB) are widely regarded as two basic structural assumptions of stochastic thermodynamics. In this work, we use microcanonical ensemble theory to establish these properties for a small Hamiltonian system that is strongly coupled to its environment, also modeled as a Hamiltonian system, under the following assumptions: (i) the bath dynamics is much faster than both the system dynamics and the variation of the control parameters, i.e. time-scale separation (TSS); (ii) the bath is much larger than the system; (iii) the interaction between the system and the bath is short-ranged; (iv) the microscopic dynamics of the joint system has time-reversal symmetry, and (v) the coarse-grained dynamics of the joint system is Markovian. Under these assumptions, the bath remains in instantaneous microcanonical equilibrium conditioned on the system state and the control parameter. We decompose the total Hamiltonian such that the bath Hamiltonian is an adiabatic invariant under slow evolution of the system state and control parameters, which enforces the system Hamiltonian to be the Hamiltonian of mean force. The heat absorbed by the system is identified as the negative of the bath’s Boltzmann entropy change multiplied by T. Our approach provides a thermodynamically consistent and experimentally testable foundation for strong-coupling stochastic thermodynamics.
{"title":"Foundation for Stochastic Thermodynamics via the Microcanonical Ensemble","authors":"Xiangjun Xing","doi":"10.1007/s10955-026-03580-8","DOIUrl":"10.1007/s10955-026-03580-8","url":null,"abstract":"<div><p>Markovianity and local detailed balance (LDB) are widely regarded as two basic structural assumptions of stochastic thermodynamics. In this work, we use microcanonical ensemble theory to establish these properties for a small Hamiltonian system that is strongly coupled to its environment, also modeled as a Hamiltonian system, under the following assumptions: (i) the bath dynamics is much faster than both the system dynamics and the variation of the control parameters, i.e. time-scale separation (TSS); (ii) the bath is much larger than the system; (iii) the interaction between the system and the bath is short-ranged; (iv) the microscopic dynamics of the joint system has time-reversal symmetry, and (v) the coarse-grained dynamics of the joint system is Markovian. Under these assumptions, the bath remains in instantaneous microcanonical equilibrium conditioned on the system state and the control parameter. We decompose the total Hamiltonian such that the bath Hamiltonian is an adiabatic invariant under slow evolution of the system state and control parameters, which enforces the system Hamiltonian to be the <i>Hamiltonian of mean force</i>. The heat absorbed by the system is identified as the negative of the bath’s Boltzmann entropy change multiplied by <i>T</i>. Our approach provides a thermodynamically consistent and experimentally testable foundation for strong-coupling stochastic thermodynamics.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147338744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-04DOI: 10.1007/s10955-025-03565-z
Rangel Baldasso, Roberto Oliveira, Alan Pereira, Guilherme Reis
We consider the empirical neighborhood distribution of marked sparse Erdős-Rényi random graphs, obtained by decorating edges and vertices of a sparse Erdős-Rényi random graph with i.i.d. random elements taking values on Polish spaces. We prove that the empirical neighborhood distribution of this model satisfies a large deviation principle in the framework of local weak convergence. We rely on the concept of BC-entropy introduced by Delgosha and Anantharam (2019) which is inspired on the previous work by Bordenave and Caputo (2015). Our main technical contribution is an approximation result that allows one to pass from graph with marks in discrete spaces to marks in general Polish spaces. As an application of the results developed here, we prove a large deviation principle for interacting diffusions driven by gradient evolution and defined on top of sparse Erdős-Rényi random graphs. In particular, our results apply for the stochastic Kuramoto model. We obtain analogous results for the sparse uniform random graph with given number of edges.
{"title":"Large Deviations for Marked Sparse Random Graphs with Applications to Interacting Diffusions","authors":"Rangel Baldasso, Roberto Oliveira, Alan Pereira, Guilherme Reis","doi":"10.1007/s10955-025-03565-z","DOIUrl":"10.1007/s10955-025-03565-z","url":null,"abstract":"<div><p>We consider the empirical neighborhood distribution of marked sparse Erdős-Rényi random graphs, obtained by decorating edges and vertices of a sparse Erdős-Rényi random graph with i.i.d. random elements taking values on Polish spaces. We prove that the empirical neighborhood distribution of this model satisfies a large deviation principle in the framework of local weak convergence. We rely on the concept of BC-entropy introduced by Delgosha and Anantharam (2019) which is inspired on the previous work by Bordenave and Caputo (2015). Our main technical contribution is an approximation result that allows one to pass from graph with marks in discrete spaces to marks in general Polish spaces. As an application of the results developed here, we prove a large deviation principle for interacting diffusions driven by gradient evolution and defined on top of sparse Erdős-Rényi random graphs. In particular, our results apply for the stochastic Kuramoto model. We obtain analogous results for the sparse uniform random graph with given number of edges.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10955-025-03565-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147336841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-04DOI: 10.1007/s10955-026-03578-2
Gabriel Mastrilli
We consider the hyperuniform model of d-dimensional integer lattice perturbed by independent random variables and we investigate the large scale asymptotic fluctuations of smoothed versions of the usual counting statistics, specifically of linear statistics associated to a smooth function with rapid decay at infinity. We highlight three distinct classes of limit, depending on the dimension d and on the tails of the perturbations. On the one hand, we establish that for dimensions larger than two, central limit theorems hold under mild assumptions on the perturbations. This confirms numerical observations from physics, suggesting that even for highly correlated hyperuniform models, large dimensions favor asymptotic normality. On the other hand, in dimension one, the limiting distribution can be Gaussian, non-Gaussian but characterized by a Poisson integral, or stable with parameter strictly between one and two. These two latter results represent rare examples of non-Gaussian limits for smooth linear statistics of hyperuniform point processes of Classes I and II.
{"title":"Asymptotic Fluctuations of Smooth Linear Statistics of Independently Perturbed Lattices","authors":"Gabriel Mastrilli","doi":"10.1007/s10955-026-03578-2","DOIUrl":"10.1007/s10955-026-03578-2","url":null,"abstract":"<div><p>We consider the hyperuniform model of <i>d</i>-dimensional integer lattice perturbed by independent random variables and we investigate the large scale asymptotic fluctuations of smoothed versions of the usual counting statistics, specifically of linear statistics associated to a smooth function with rapid decay at infinity. We highlight three distinct classes of limit, depending on the dimension <i>d</i> and on the tails of the perturbations. On the one hand, we establish that for dimensions larger than two, central limit theorems hold under mild assumptions on the perturbations. This confirms numerical observations from physics, suggesting that even for highly correlated hyperuniform models, large dimensions favor asymptotic normality. On the other hand, in dimension one, the limiting distribution can be Gaussian, non-Gaussian but characterized by a Poisson integral, or stable with parameter strictly between one and two. These two latter results represent rare examples of non-Gaussian limits for smooth linear statistics of hyperuniform point processes of Classes I and II.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10955-026-03578-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147336842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-02DOI: 10.1007/s10955-026-03576-4
Pirooz Mohazzabi, Nathan Hugh Jones
Using molecular dynamics simulations, the ratio of ternary to binary collision densities is investigated for both a hard-sphere gas and a Lennard-Jones gas. The simulations confirm the existing theoretical models for the hard-sphere gas but reveal temperature dependence of collision density ratio in a Lennard-Jones gas. A theoretical model is developed to explain this temperature dependence.
{"title":"A Molecular Dynamics Investigation of the Ratio of Ternary to Binary Collision Density in Nonideal Gases","authors":"Pirooz Mohazzabi, Nathan Hugh Jones","doi":"10.1007/s10955-026-03576-4","DOIUrl":"10.1007/s10955-026-03576-4","url":null,"abstract":"<div><p>Using molecular dynamics simulations, the ratio of ternary to binary collision densities is investigated for both a hard-sphere gas and a Lennard-Jones gas. The simulations confirm the existing theoretical models for the hard-sphere gas but reveal temperature dependence of collision density ratio in a Lennard-Jones gas. A theoretical model is developed to explain this temperature dependence.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10955-026-03576-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147335697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-29DOI: 10.1007/s10955-026-03573-7
Xulan Huang, Xiequan Fan, Chao Liu, Kainan Xiang
For the elephant random walk, namely, the elephant random walk with deterministic step sizes, rates of moment convergence have been obtained by Hayashi, Oshiro and Takei [J. Stat. Mech. Theory Exp., 2023]. In this paper, we extend above results to the elephant random walk with random step sizes, namely, we obtained rates of moment convergence for the position of the walker when memory parameter (alpha in (-1, 1)).
对于大象随机漫步,即步长确定的大象随机漫步,Hayashi, Oshiro和Takei [J]给出了矩收敛率。开始,械甲怪。理论实验,2023]。在本文中,我们将上述结果推广到步长随机的大象随机行走,即当记忆参数(alpha in (-1, 1))时,我们得到了行走者位置的矩收敛率。
{"title":"Moment Convergence Rate of Elephant Random Walk with Random Step Sizes","authors":"Xulan Huang, Xiequan Fan, Chao Liu, Kainan Xiang","doi":"10.1007/s10955-026-03573-7","DOIUrl":"10.1007/s10955-026-03573-7","url":null,"abstract":"<div><p>For the elephant random walk, namely, the elephant random walk with deterministic step sizes, rates of moment convergence have been obtained by Hayashi, Oshiro and Takei [J. Stat. Mech. Theory Exp., 2023]. In this paper, we extend above results to the elephant random walk with random step sizes, namely, we obtained rates of moment convergence for the position of the walker when memory parameter <span>(alpha in (-1, 1))</span>.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10955-026-03573-7.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146082570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-29DOI: 10.1007/s10955-026-03572-8
Sohail, Youyi Huang, Lu Wei
Spectral form factor (SFF), one of the key quantity from random matrix theory, serves as an important tool to probe universality in disordered quantum systems and quantum chaos. In this work, we present exact closed-form expressions for the second- and third-order SFFs in the circular unitary ensemble (CUE), valid for all real values of the time parameter, and analyze their asymptotic behavior in different regimes. In particular, for the second-order SFF, we derive an exact closed-form expression in terms of polygamma functions. In the limit of infinite matrix size, and when the time parameter is restricted to integer values, the second-order SFF reproduces the standard result established in earlier studies. When the time parameter is of order one relative to the matrix size, we demonstrate that the second-order SFF grows logarithmically with the ensemble dimension. For the third-order SFFs, a closed-form result in a special case is obtained by exploiting the translational invariance of CUE.
{"title":"Higher-order spectral form factors of circular unitary ensemble","authors":"Sohail, Youyi Huang, Lu Wei","doi":"10.1007/s10955-026-03572-8","DOIUrl":"10.1007/s10955-026-03572-8","url":null,"abstract":"<div><p>Spectral form factor (SFF), one of the key quantity from random matrix theory, serves as an important tool to probe universality in disordered quantum systems and quantum chaos. In this work, we present exact closed-form expressions for the second- and third-order SFFs in the circular unitary ensemble (CUE), valid for all real values of the time parameter, and analyze their asymptotic behavior in different regimes. In particular, for the second-order SFF, we derive an exact closed-form expression in terms of polygamma functions. In the limit of infinite matrix size, and when the time parameter is restricted to integer values, the second-order SFF reproduces the standard result established in earlier studies. When the time parameter is of order one relative to the matrix size, we demonstrate that the second-order SFF grows logarithmically with the ensemble dimension. For the third-order SFFs, a closed-form result in a special case is obtained by exploiting the translational invariance of CUE.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10955-026-03572-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146082517","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-29DOI: 10.1007/s10955-026-03570-w
Fuqing Gao, Xianjie Xia
In this paper, we study fluctuations and moderate deviations for a discrete energy Kac-like walk associated with a Boltzmann-type equation. We show that the fluctuations of the empirical measure around the Boltzmann-type equation converge in law to an infinite dimensional Ornstein-Uhlenbeck process, and establish the moderate deviation principle for the empirical measure.
{"title":"Fluctuations and Moderate Deviations for a Binary Collision Model","authors":"Fuqing Gao, Xianjie Xia","doi":"10.1007/s10955-026-03570-w","DOIUrl":"10.1007/s10955-026-03570-w","url":null,"abstract":"<div><p>In this paper, we study fluctuations and moderate deviations for a discrete energy Kac-like walk associated with a Boltzmann-type equation. We show that the fluctuations of the empirical measure around the Boltzmann-type equation converge in law to an infinite dimensional Ornstein-Uhlenbeck process, and establish the moderate deviation principle for the empirical measure.</p></div>","PeriodicalId":667,"journal":{"name":"Journal of Statistical Physics","volume":"193 2","pages":""},"PeriodicalIF":1.2,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146082515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}