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相关论文: Efficient Langevin sampling with position-dependen…

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Starting with a Brownian motion, we define and study a novel diffusion process by combining stickiness and oscillation properties. The associated stochastic differential equation, resolvent and semigroup are provided. Also the trivariate…

概率论 · 数学 2023-02-08 Wajdi Touhami

The key factor currently limiting the advancement of computational power of electronic computation is no longer the manufacturing density and speed of components, but rather their high energy consumption. While it has been widely argued…

数据结构与算法 · 计算机科学 2024-08-30 David Doty , Niels Kornerup , Austin Luchsinger , Leo Orshansky , David Soloveichik , Damien Woods

Sampling from discrete distributions is a ubiquitous task in machine learning, recently revisited by the emergence of discrete diffusion models. While Langevin algorithms constitute the state of the art for continuous spaces, discrete…

统计理论 · 数学 2026-02-18 Armand Gissler , Saeed Saremi , Francis Bach

We carry out a comprehensive linear stability analysis of active Brownian particle systems around a constant homogeneous state. These scalar models, being important prototypes for the continuous description of active matter, are…

偏微分方程分析 · 数学 2025-12-22 Michele Coti Zelati , Lucas Ertzbischoff , David Gerard-Varet

We show that, simultaneous local scaling of coordinate and time keeping the velocity unaltered is a symmetry of an It\^o-process. Using this symmetry, any It\^o-process can be mapped to a universal additive Gaussian-noise form. We use this…

统计力学 · 物理学 2024-05-03 A. Bhattacharyay

The balance held by Brownian motion between temporal regularity and randomness is embodied in a remarkable way by Levy's forgery of continuous functions. Here we describe how this property can be extended to forge arbitrary dependences…

统计力学 · 物理学 2018-06-11 Vincent Wens

Optical tweezers setup is often used to probe the motion of individual tracer particle, which promotes the study of relaxation dynamics of a generic process confined in a harmonic potential. We uncover the dependence of ensemble- and…

统计力学 · 物理学 2020-04-15 Xudong Wang , Yao Chen , Weihua Deng

In this paper we consider a new probability sampling methods based on Langevin diffusion dynamics to resolve the problem of existing Monte Carlo algorithms when draw samples from high dimensional target densities. We extent…

机器学习 · 计算机科学 2025-03-31 Z. Zarezadeh , N. Zarezadeh

The paper addresses the single-file diffusion in the presence of an absorbing boundary. The emphasis is on an interplay between the hard-core interparticle interaction and the absorption process. The resulting dynamics exhibits several…

统计力学 · 物理学 2014-02-26 Artem Ryabov , Petr Chvosta

We use the system-plus-reservoir approach to study the dynamics of a system composed of two independent Brownian particles. We present an extension of the well-known model of a bath of oscillators which is capable of inducing an effective…

统计力学 · 物理学 2009-11-11 O. S. Duarte , A. O. Caldeira

A stochastic leap-frog algorithm for the numerical integration of Brownian motion stochastic differential equations with multiplicative noise is proposed and tested. The algorithm has a second-order convergence of moments in a finite time…

计算物理 · 物理学 2009-10-31 Ji Qiang , Salman Habib

Complex Langevin dynamics can be used to perform numerical simulations of theories with a complex action. In order to justify the procedure, it is important to understand the properties of the real and positive distribution, which is…

高能物理 - 格点 · 物理学 2013-09-13 Pietro Giudice , Gert Aarts , Erhard Seiler

The system consists of a Brownian particle immersed in a heat bath trapped in optical tweezers with a time-dependent strength acting as an external protocol. In [Phys. Rev. Letts., 98:108301, 2007] the optimal mean work in the overdamped…

统计力学 · 物理学 2023-02-03 Pedro J. Colmenares , Oscar Paredes-Altuve

Efficiency of search for randomly distributed targets is a prominent problem in many branches of the sciences. For the stochastic process of L\'evy walks, a specific range of optimal efficiencies was suggested under variation of search…

统计力学 · 物理学 2021-06-11 S. Mohsen J. Khadem , Sabine H. L. Klapp , Rainer Klages

Motivated by the task of computing normalizing constants and importance sampling in high dimensions, we study the dimension dependence of fluctuations for additive functionals of time-inhomogeneous Langevin-type diffusions on…

统计理论 · 数学 2018-09-07 Christophe Andrieu , James Ridgway , Nick Whiteley

We introduce a constructive framework to learn effective Langevin equations from stationary time series. Unlike conventional approaches that require iterative calibration to match target statistics, our construction guarantees the observed…

混沌动力学 · 物理学 2026-02-16 Ludovico Theo Giorgini

Previous work has established that the localized regime of wave transport in open media is characterized by a position-dependent diffusion coefficient. In this work we study how the concept of position-dependent diffusion affects the delay…

无序系统与神经网络 · 物理学 2017-05-24 B. A. van Tiggelen , S. E. Skipetrov , J. H. Page

Dynamics simulations of constrained particles can greatly aid in understanding the temporal and spatial evolution of biological processes such as lateral transport along membranes and self-assembly of viruses. Most theoretical efforts in…

计算物理 · 物理学 2017-03-03 Stefan Paquay , Remy Kusters

We consider the inverse problem of reconstructing the posterior measure over the trajec- tories of a diffusion process from discrete time observations and continuous time constraints. We cast the problem in a Bayesian framework and derive…

机器学习 · 统计学 2016-12-21 Botond Cseke , David Schnoerr , Manfred Opper , Guido Sanguinetti

This article considers the application of Langevin dynamics to sampling and investigates how to choose the damping parameter in Langevin dynamics for the purpose of maximizing thoroughness of sampling. Also, it considers the computation of…

统计计算 · 统计学 2021-06-23 Robert D. Skeel , Carsten Hartmann