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The Worldvolume Hybrid Monte Carlo method (WV-HMC method) [arXiv:2012.08468] is a reliable and versatile algorithm towards solving the sign problem. Similarly to the tempered Lefschetz thimble method, this method removes the ergodicity…

高能物理 - 格点 · 物理学 2024-04-08 Masafumi Fukuma

We present a novel strategy to strongly reduce the severity of the sign problem, using line integrals along paths of changing imaginary action. Highly oscillating regions along these paths cancel out, decreasing their contributions. As a…

高能物理 - 格点 · 物理学 2023-10-18 Rasmus N. Larsen

The quantum Monte Carlo method on asymptotic Lefschetz thimbles is a numerical algorithm devised specifically for alleviation of the sign problem appearing in the simulations of quantum many-body systems. In this method, the sign problem is…

强关联电子 · 物理学 2021-10-26 Petr A. Mishchenko , Yasuyuki Kato , Yukitoshi Motome

Mean-field Langevin dynamics (MLFD) is a class of interacting particle methods that tackle convex optimization over probability measures on a manifold, which are scalable, versatile, and enjoy computational guarantees. However, some…

最优化与控制 · 数学 2025-01-03 Guillaume Wang , Alireza Mousavi-Hosseini , Lénaïc Chizat

The complex Langevin (CL) method is a classical numerical strategy to alleviate the numerical sign problem in the computation of lattice field theories. Mathematically, it is a simple numerical tool to compute a wide class of…

数值分析 · 数学 2020-11-06 Zhenning Cai , Xiaoyu Dong , Yang Kuang

The Langevin equation is a common tool to model diffusion at a single-particle level. In non-homogeneous environments, such as aqueous two-phase systems or biological condensates with different diffusion coefficients in different phases,…

We introduce a stochastic equation for the microscopic motion of a tagged particle in the single file model. This equation provides a compact representation of several of the system's properties such as Fluctuation-Dissipation and Linear…

统计力学 · 物理学 2009-11-13 Alessandro Taloni , Michael A. Lomholt

This Note revisits the Leibnitz integral calculus method based on differentiation under the integral sign with respect to a parameter either already existing or introduced ad hoc. Through several cases exemplifying the method, it is shown…

历史与综述 · 数学 2023-08-21 Jean-Luc Boulnois

This article performs a unified convergence analysis of a variety of numerical methods for a model of the miscible displacement of one incompressible fluid by another through a porous medium. The unified analysis is enabled through the…

数值分析 · 数学 2018-03-07 Jérôme Droniou , Robert Eymard , Alain Prignet , Kyle S. Talbot

Many research programs aiming to deal with the sign problem were proposed since the advent of lattice field theory. Several of these try to achieve this by exploiting properties of analytic functions. This is also the case for our study.…

高能物理 - 格点 · 物理学 2018-11-07 Błażej Ruba , Jacek Wosiek

We propose a solution for linear inverse problems based on higher-order Langevin diffusion. More precisely, we propose pre-conditioned second-order and third-order Langevin dynamics that provably sample from the posterior distribution of…

机器学习 · 统计学 2023-12-08 Nicolas Zilberstein , Ashutosh Sabharwal , Santiago Segarra

We proposed a new technique to accelerate sampling methods for solving difficult optimization problems. Our method investigates the intrinsic connection between posterior distribution sampling and optimization with Langevin dynamics, and…

机器学习 · 计算机科学 2023-01-31 Junlong Lyu , Zhitang Chen , Wenlong Lyu , Jianye Hao

Thimble regularisation is a possible solution to the sign problem, which is evaded by formulating quantum field theories on manifolds where the imaginary part of the action stays constant (Lefschetz thimbles). A major obstacle is due to the…

高能物理 - 格点 · 物理学 2021-03-03 Francesco Di Renzo , Simran Singh , Kevin Zambello

A model has two main aims: predicting the behavior of a physical system and understanding its nature, that is how it works, at some desired level of abstraction. A promising recent approach to model building consists in deriving a…

统计力学 · 物理学 2019-02-26 Marco Baldovin , Andrea Puglisi , Angelo Vulpiani

The complex Langevin method is a leading candidate for solving the sign problem occurring in various physical situations, notably QCD at finite chemical potential. Its most vexing problem is `convergence to the wrong limit', where the…

高能物理 - 格点 · 物理学 2011-10-27 Gert Aarts , Frank A. James , Erhard Seiler , Ion-Olimpiu Stamatescu

The complex Langevin method is a promising approach to the complex-action problem based on a fictitious time evolution of complexified dynamical variables under the influence of a Gaussian noise. Although it is known to have a restricted…

高能物理 - 格点 · 物理学 2017-01-04 Keitaro Nagata , Jun Nishimura , Shinji Shimasaki

Effective Polyakov line models, derived from SU(3) gauge-matter systems at finite chemical potential, have a sign problem. In this article I solve two such models, derived from SU(3) gauge-Higgs and heavy quark theories by the relative…

高能物理 - 格点 · 物理学 2014-12-31 Jeff Greensite

Recently there has been remarkable progress in the complex Langevin method, which aims at solving the complex action problem by complexifying the dynamical variables in the original path integral. In particular, a new technique called the…

高能物理 - 格点 · 物理学 2015-12-30 Keitaro Nagata , Jun Nishimura , Shinji Shimasaki

We describe a simple stochastic method, so-called Langevin approach, which enables one to extract evolution equations of stochastic variables from a set of measurements. Our method is parameter-free and it is based on the nonlinear Langevin…

数据分析、统计与概率 · 物理学 2015-02-19 Nico Reinke , André Fuchs , Wided Medjroubi , Pedro G. Lind , Matthias Wächter , Joachim Peinke

We report a hybrid numerical method for the solution of the model H fluctuating hydrodynamic equations for binary mixtures. The momentum conservation equations with Landau-Lifshitz stresses are solved using the fluctuating lattice Boltzmann…

统计力学 · 物理学 2011-10-27 P. T. Sumesh , Ignacio Pagonabarraga , Ronojoy Adhikari