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We provide a simple proof of convergence covering both the Adam and Adagrad adaptive optimization algorithms when applied to smooth (possibly non-convex) objective functions with bounded gradients. We show that in expectation, the squared…

机器学习 · 统计学 2022-10-18 Alexandre Défossez , Léon Bottou , Francis Bach , Nicolas Usunier

A stochastic PDE, describing mesoscopic fluctuations in systems of weakly interacting inertial particles of finite volume, is proposed and analysed in any finite dimension $d\in\mathbb{N}$. It is a regularised and inertial version of the…

偏微分方程分析 · 数学 2021-02-10 Federico Cornalba , Tony Shardlow , Johannes Zimmer

We show that, on a $d-$dimensional hypercubic lattice with $d>1$, conserved-mass transport processes, with {\it multidirectional} hopping that respect all symmetries of the lattice, exhibit power-law correlations for generic parameter…

统计力学 · 物理学 2025-10-27 Animesh Hazra , Tanmoy Chakraborty , Anirban Mukherjee , Punyabrata Pradhan

We study the stochastic motion of active particles that undergo spontaneous transitions between two distinct modes of motion. Each mode is characterized by a velocity distribution and an arbitrary (anti-)persistence. We present an…

统计力学 · 物理学 2023-07-07 M. Reza Shaebani , Heiko Rieger , Zeinab Sadjadi

The mean-squared displacement (MSD) of a hard sphere and of a dumbbell molecule consisting of two fused hard spheres immersed in a dense hard-sphere system is calculated within the mode-coupling theory for ideal liquid-glass transitions. It…

软凝聚态物质 · 物理学 2009-11-07 S. -H. Chong , W. Gotze , M. R. Mayr

We investigate the large population dynamics of a family of stochastic particle systems with three-state cyclic individual behaviour and parameter-dependent transition rates. On short time scales, the dynamics turns out to be approximated…

概率论 · 数学 2022-05-10 Julien Barré , Bastien Fernandez , Grégoire Panel

We study a coarsening process of one-dimensional cell complexes. We show that if cell boundaries move with velocities proportional to the difference in size of neighboring cells, then the average cell size grows at a prescribed exponential…

概率论 · 数学 2015-12-03 Emanuel Lazar , Robin Pemantle

This work investigates a three-dimensional slow-fast stochastic system with quadratic nonlinearity and additive noise, inspired by fluid dynamics. The deterministic counterpart exhibits a periodic orbit and a slow manifold. We demonstrate…

The work treats systems combining slow and fast motions depending on each other where fast motions are perturbations of families of either dynamical systems or Markov processes with freezed slow variable. In the first case we consider…

动力系统 · 数学 2013-02-21 Yuri Kifer

A simplified, but non trivial, mechanical model -- gas of $N$ particles of mass $m$ in a box partitioned by $n$ mobile adiabatic walls of mass $M$ -- interacting with two thermal baths at different temperatures, is discussed in the…

统计力学 · 物理学 2017-07-14 Lorenzo Caprini , Luca Cerino , Alessandro Sarracino , Angelo Vulpiani

We study at the microscopic level the dynamics of a one-dimensional gravitationally interacting sticky gas. Initially, N identical particles of mass m with uncorrelated, randomly distributed velocities fill homogeneously a finite region of…

统计力学 · 物理学 2007-05-23 J. C. Bonvin , Ph. A. Martin , J. Piasecki , X. Zotos

In this work we study analytically and numerically the transport properties of non-interacting active particles moving on a $d$-dimensional disordered media. The disorder in the space is modeled by means of a set of non-overlapping…

统计力学 · 物理学 2022-07-20 R. Salgado-García

We analyse a one-dimensional model of hard particles, within ensembles of trajectories that are conditioned (or biased) to atypical values of the time-averaged dynamical activity. We analyse two phenomena that are associated with these…

统计力学 · 物理学 2015-11-18 Ian R. Thompson , Robert L. Jack

We present a first numerical investigation of the accuracy of the recently proposed {\em non-classical transport equation}. This equation contains an extra independent variable (the path-length $s$), and models particle transport taking…

无序系统与神经网络 · 物理学 2018-12-27 Richard Vasques , Kai Krycki

By using a variational approach in combination with the adiabatic approximation we derive a new effective 1D equation of motion for the axial dynamics of elongated condensates. For condensates with vorticity $|q|=0$ or 1, this equation…

其他凝聚态物理 · 物理学 2009-04-01 A. Muñoz Mateo , V. Delgado

We investigate the accuracy of the recently proposed nonclassical transport equation. This equation contains an extra independent variable compared to the classical transport equation (the path-length $s$), and models particle transport…

核理论 · 物理学 2016-11-08 Richard Vasques , Kai Krycki , Rachel N. Slaybaugh

In this work, we investigate a system of interacting particles governed by a set of stochastic differential equations. Our main goal is to rigorously demonstrate that the empirical measure associated with the particle system converges…

概率论 · 数学 2025-08-12 Filippo Giovagnini , Dan Crisan

When an oscillator switches abruptly between different frequencies, there is some ambiguity in deciding how the system should be modelled at the switch. Here we describe two seemingly natural models of a switch in a simple…

动力系统 · 数学 2022-12-28 Carles Bonet , Mike R. Jeffrey , Pau Martín , Josep M. Olm

One-dimensional alternating particle systems are widely used to study interconnections between the hydrodynamics of blast waves in a gas-like medium and the Newtonian dynamics of its corpuscular constituents. We study the model in which…

统计力学 · 物理学 2026-05-18 Taras Holovatch , Yuri Kozitsky , Krzysztof Pilorz , Yurij Holovatch

We prove a generalized dynamical duality for identical particles in one dimension (1D). Namely, 1D systems with arbitrary statistics -- including bosons, fermions and anyons -- approach the same momentum distribution after long-time…

量子气体 · 物理学 2025-10-30 Yu Chen , Xiaoling Cui