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We revisit the problem of sampling from a target distribution that has a smooth strongly log-concave density everywhere in $\mathbb R^p$. In this context, if no additional density information is available, the randomized midpoint…

统计理论 · 数学 2023-06-19 Lu Yu , Avetik Karagulyan , Arnak Dalalyan

This paper presents a new Metropolis-adjusted Langevin algorithm (MALA) that uses convex analysis to simulate efficiently from high-dimensional densities that are log-concave, a class of probability distributions that is widely used in…

统计方法学 · 统计学 2015-04-06 Marcelo Pereyra

We present a numerical study about the confining regime of compact U(1) lattice gauge theory in 4D. To address the problem, we exploit the duality properties of the theory. The main features of this method are presented, and its possible…

高能物理 - 格点 · 物理学 2008-11-26 Marco Panero

Monte Carlo is one of the most useful methods to study the quantum Hall problems. In this paper, we introduce a fast lattice Monte Carlo method based on a mathematically exact reformulation of the torus quantum Hall problems from continuum…

强关联电子 · 物理学 2019-03-27 Jie Wang , Scott D. Geraedts , E. H. Rezayi , F. D. M. Haldane

A method is developed which speeds up averaging in quantum simulations where minus signs cause difficulties. A Langevin equation method in conjunction with a replication algorithm is used enabling one to average over a continuously varying…

comp-gas · 物理学 2009-10-22 J. M. Deutsch

State-of-the-art algorithms for simulating fermions coupled to gauge fields often rely on integrating fermion degrees of freedom. While successful in simulating QCD at zero chemical potential, at finite density these approaches are hindered…

高能物理 - 格点 · 物理学 2024-02-05 Joao C. Pinto Barros , Thea Budde , Marina Krstic Marinkovic

Many fascinating systems suffer from a severe (complex action) sign problem preventing us from calculating them with Markov Chain Monte Carlo simulations. One promising method to alleviate the sign problem is the transformation of the…

强关联电子 · 物理学 2022-11-18 Marcel Rodekamp , Christoph Gäntgen

We apply complex Langevin dynamics to chiral random matrix theory at nonzero chemical potential. At large quark mass the simulations agree with the analytical results while incorrect convergence is found for small quark masses. The region…

高能物理 - 格点 · 物理学 2013-12-16 A. Mollgaard , K. Splittorff

We use a self-guided random walk to solve the ground-state problem of Hamiltonian U(1) pure gauge theory in 2+1 dimensions in the string sector. By making use of the electric-field representation, we argue that the spatial distribution of…

高能物理 - 格点 · 物理学 2009-10-28 Christoph Best , Andreas Schäfer

Recent work incorporating geometric ideas in Markov chain Monte Carlo is reviewed in order to highlight these advances and their possible application in a range of domains beyond Statistics. A full exposition of Markov chains and their use…

统计计算 · 统计学 2015-06-19 Samuel Livingstone , Mark Girolami

Large Language Models (LLMs) present an intriguing avenue for exploration in the field of formal theorem proving. Nevertheless, their full potential, particularly concerning the mitigation of hallucinations and refinement through prover…

计算与语言 · 计算机科学 2024-08-27 Chuanyang Zheng , Haiming Wang , Enze Xie , Zhengying Liu , Jiankai Sun , Huajian Xin , Jianhao Shen , Zhenguo Li , Yu Li

A possible solution of the notorious sign problem preventing direct Monte Carlo calculations for systems with non-zero chemical potential is to deform the integration region in the complex plane to a Lefschetz thimble. We investigate this…

高能物理 - 格点 · 物理学 2016-01-27 Andrei Alexandru , Gokce Basar , Paulo Bedaque

We present a new approach for Monte Carlo simulations of lattice quantum spin systems which is able to eliminate the negative sign problem. Its complexity is linear in the volume of the lattice. Its efficiency is tested on a simple…

高能物理 - 格点 · 物理学 2008-02-03 A. Galli

We study a U(1)-gauged 2-component spin system in 3 dimensions. For the gauge fields we use the Villain formulation with a constraint that removes lattice monopoles and in this form couple the gauge fields to 2-component spins. We discuss…

高能物理 - 格点 · 物理学 2025-02-06 Christof Gattringer , Tin Sulejmanpasic

Recently, we have proposed a novel approach (arxiv:1205.3996) to deal with the sign problem that hinders Monte Carlo simulations of many quantum field theories (QFTs). The approach consists in formulating the QFT on a Lefschetz thimble. In…

高能物理 - 格点 · 物理学 2015-06-11 Marco Cristoforetti , Francesco Di Renzo , Luigi Scorzato

Lattice models with complex actions are important for the understanding of matter at finite densities, but not accessible by the standard Monte Carlo techniques due to the sign problem. Here we derive a new approach for avoiding the complex…

高能物理 - 格点 · 物理学 2017-09-06 Vasily Sazonov

We investigate consequences of the effective colour-dielectric formulation of lattice gauge theory using the light-cone Hamiltonian formalism with a transverse lattice (hep-ph/9704408). As a quantitative test of this approach, we have…

高能物理 - 理论 · 物理学 2007-05-23 B. van de Sande , S. Dalley

In this paper, we study the problem of sampling from log-concave distributions supported on convex, compact sets, with a particular focus on the randomized midpoint discretization of both vanilla and kinetic Langevin diffusions in this…

机器学习 · 统计学 2025-05-27 Yifeng Yu , Lu Yu

In molecular dynamics, penalized overdamped Langevin dynamics are used to model the motion of a set of particles that follow constraints up to a parameter $\varepsilon$. The most used schemes for simulating these dynamics are the Euler…

数值分析 · 数学 2022-10-10 Adrien Laurent

We consider anomaly free combinations of chiral fermions coupled to $U(1)$ gauge fields on a 2D torus first in the continuum and then on the lattice in the overlap formulation. Both in the continuum and on the lattice, when the background…

高能物理 - 理论 · 物理学 2009-10-30 Rajamani Narayanan , Herbert Neuberger