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We study the transport property of diffusion in a finite translationally invariant quantum subsystem described by a tight-binding Hamiltonian with a single energy band and interacting with its environment by a coupling in terms of…

统计力学 · 物理学 2010-03-01 Massimiliano Esposito , Pierre Gaspard

Denoising Diffusion Probabilistic Models (DDPM) are powerful state-of-the-art methods used to generate synthetic data from high-dimensional data distributions and are widely used for image, audio, and video generation as well as many more…

机器学习 · 统计学 2025-04-25 Iskander Azangulov , George Deligiannidis , Judith Rousseau

Diffusion models, which convert noise into new data instances by learning to reverse a Markov diffusion process, have become a cornerstone in contemporary generative modeling. While their practical power has now been widely recognized, the…

机器学习 · 统计学 2024-03-08 Gen Li , Yuting Wei , Yuxin Chen , Yuejie Chi

We discuss the diffusion phenomenon in the parabolic and hyperbolic regimes. New effects related to the finite velocity of the diffusion process are predicted, that can partially explain the strange behavior associated to adsorption…

数学物理 · 物理学 2014-02-13 A. Sapora , M. Codegone , G. Barbero

Diffusion models (DMs) have become the dominant paradigm of generative modeling in a variety of domains by learning stochastic processes from noise to data. Recently, diffusion denoising bridge models (DDBMs), a new formulation of…

机器学习 · 计算机科学 2024-11-01 Guande He , Kaiwen Zheng , Jianfei Chen , Fan Bao , Jun Zhu

We consider a super-Brownian motion $\{X_t, t\geq 0\}$ in a random environment described by a centered Gaussian field $\{W(t,x),t\geq 0, x\in\mathbb{R}^d\}$ whose correlation function is given by $\mathcal{C} (x,y)(t \wedge s)$. The process…

概率论 · 数学 2026-04-23 Zhen-Qing Chen , Yan-Xia Ren , Guohuan Zhao

Diffusion of a tagged particle near a constraining biological surface is examined numerically by modeling the surface-water interaction by an effective potential. The effective potential is assumed to be given by an asymmetric double well…

软凝聚态物质 · 物理学 2007-05-23 Arnab Mukherjee , Biman Bagchi

We investigate the properties of the standard perturbative expansions which describe the early stages of the dynamics of gravitational clustering. We show that for hierarchical scenarios with no small-scale cutoff perturbation theory always…

天体物理学 · 物理学 2009-11-07 P. Valageas

We present large deviations estimates in the supremum norm for a system of independent random walks superposed with a birth-and-death dynamics evolving on the discrete torus with $N$ sites. The scaling limit considered is the so-called…

概率论 · 数学 2021-02-26 Tertuliano Franco , Luana A. Gurgel , Bernardo N. B. de Lima

Generative diffusion models have achieved spectacular performance in many areas of machine learning and generative modeling. While the fundamental ideas behind these models come from non-equilibrium physics, variational inference and…

机器学习 · 统计学 2024-06-21 Luca Ambrogioni

The frequency structure of the superconducting correlations in cuprates gives insights on the pairing mechanism. Here we present an exhaustive study of this problem in the two-dimensional Hubbard model with cellular dynamical mean-field…

强关联电子 · 物理学 2026-04-14 G. Sordi , E. M. O'Callaghan , C. Walsh , M. Charlebois , P. Sémon , A. -M. S. Tremblay

Using techniques of the theory of semigroups of linear operators we study the question of approximating solutions to equations governing diffusion in thin layers separated by a semi-permeable membrane. We show that as thickness of the…

偏微分方程分析 · 数学 2019-08-08 Adam Bobrowski

The circular $\beta$ ensemble for $\beta =1,2$ and 4 corresponds to circular orthogonal, unitary and symplectic ensemble respectively as introduced by Dyson. The statistical state of the eigenvalues is then a determinantal point process…

数学物理 · 物理学 2025-09-08 Peter J. Forrester , Bo-Jian Shen

As a generalization to the heat semigroup on the Heisenberg group, the diffusion semigroup generated by the subelliptic operator $L:=\ff 1 2 \sum_{i=1}^m X_i^2$ on $\R^{m+d}:= \R^m\times\R^d$ is investigated, where $$X_i(x,y)= \sum_{k=1}^m…

概率论 · 数学 2014-04-15 Feng-Yu Wang

We investigate and contrast the non-perturbative infra red structure of N=1 and N=2 supersymmetric non-compact U(1) gauge field theory in three space-time dimensions with N matter flavours. We study the Dyson-Schwinger equations in a…

高能物理 - 理论 · 物理学 2016-08-25 A. Campbell-Smith , N. E. Mavromatos

We develop an algorithm that computes strongly continuous semigroups on infinite-dimensional Hilbert spaces with explicit error control. Given a generator $A$, a time $t>0$, an arbitrary initial vector $u_0$ and an error tolerance…

数值分析 · 数学 2021-10-14 Matthew J. Colbrook

We study the large deviations principle for one dimensional, continuous, homogeneous, strong Markov processes that do not necessarily behave locally as a Wiener process. Any strong Markov process $X_{t}$ in $\mathbb{R}$ that is continuous…

概率论 · 数学 2011-07-19 Konstantinos Spiliopoulos

In this note, we connect two seemingly unrelated objects: On the one hand is a two-dimensional drift-diffusion process $X$ with divergence-free and time-independent drift $b$. The drift is given by a stationary Gaussian ensemble, and we…

概率论 · 数学 2025-11-24 Peter Morfe , Felix Otto , Christian Wagner

We study parameter estimation for univariate stochastic differential equations with locally Lipschitz drift and H\"older continuous multiplicative diffusion, a class commonly arising in several applications. Existing inference methods…

统计方法学 · 统计学 2026-05-19 Bowen Fang , Dario Spanò , Massimiliano Tamborrino

We give a Dirichlet form approach for the construction of distorted Brownian motion in a bounded domain $\Omega$ of $\mathbb{R}^d$, $d \geq 1$, with boundary $\Gamma$, where the behavior at the boundary is sticky. The construction covers…

概率论 · 数学 2015-01-14 Martin Grothaus , Robert Voßhall