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相关论文: Slow north-south dynamics on $\mathcal{PML}$

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The rapid development of large language models (LLMs) has driven the demand for more efficient optimization techniques. Among these, the Lookahead family of optimizers employs a two-loop framework, maintaining fast and slow sets of model…

机器学习 · 计算机科学 2025-10-20 Dominik Kallusky , Vinay Rao , Vishal Nandavanam , Hao-Jun Michael Shi

We show that nonrelativsitic scaling of the collisionless Vlasov-Maxwell system implies the existence of a formal invariant slow manifold in the infinite-dimensional Vlasov-Maxwell phase space. Vlasov-Maxwell dynamics restricted to the slow…

等离子体物理 · 物理学 2021-07-01 George Miloshevich , Joshua W. Burby

We prove that the size of the super summit set of a braid can grow exponentially with the canonical length of the braid, even for pseudo-Anosov braids.

群论 · 数学 2015-06-15 Sandrine Caruso

For every atoroidal iwip automorphism $\phi$ of $F_N$ (i.e. the analogue of a pseudo-Anosov mapping class) it is shown that the algebraic lamination dual to the forward limit tree $T_+(\phi)$ is obtained as "diagonal closure" of the support…

群论 · 数学 2013-11-12 Ilya Kapovich , Martin Lustig

Mirror descent plays a crucial role in constrained optimization and acceleration schemes, along with its corresponding low-resolution ordinary differential equations (ODEs) framework have been proposed. However, the low-resolution ODEs are…

最优化与控制 · 数学 2023-08-11 Ya-xiang Yuan , Yi Zhang

This paper explores the connections between tempering (for Sequential Monte Carlo; SMC) and entropic mirror descent to sample from a target probability distribution whose unnormalized density is known. We establish that tempering SMC…

统计计算 · 统计学 2024-06-18 Nicolas Chopin , Francesca R. Crucinio , Anna Korba

A wide class of matrix pencils connected with dissipative Hamiltonian descriptor systems is investigated. In particular, the following properties are shown: all eigenvalues are in the closed left half plane, the nonzero finite eigenvalues…

数值分析 · 数学 2018-01-09 Christian Mehl , Volker Mehrmann , Michal Wojtylak

We show that the Liechti-Strenner's example for the closed nonorientable surface in \cite{LiechtiStrenner18} minimizes the dilatation within the class of pseudo-Anosov homeomorphisms with an orientable invariant foliation and all but the…

几何拓扑 · 数学 2020-06-05 Ji-Young Ham , Joongul Lee

Inspired by one--dimensional light--particle systems, the dynamics of a non-Hamiltonian system with long--range forces is investigated. While the molecular dynamics does not reach an equilibrium state, it may be approximated in the…

统计力学 · 物理学 2019-01-23 Romain Bachelard , Nicola Piovella , Shamik Gupta

Fundamental understanding of the light-matter interaction in the context of nano-particles is immensely bene- fited by the study of geometry dependent tunable Localized Surface Plasmon Resonance (LSPR) and has been demonstrated to have…

光学 · 物理学 2013-03-26 Sayantan Ghosh , Jalpa Soni , Sudipta K. Bera , Ayan Banerjee , Nirmalya Ghosh

We consider deterministic fast-slow dynamical systems on $\mathbb{R}^m\times Y$ of the form \[ \begin{cases} x_{k+1}^{(n)} = x_k^{(n)} + n^{-1} a(x_k^{(n)}) + n^{-1/\alpha} b(x_k^{(n)}) v(y_k)\;,\quad y_{k+1} = f(y_k)\;, \end{cases} \]…

动力系统 · 数学 2020-10-30 Ilya Chevyrev , Peter K. Friz , Alexey Korepanov , Ian Melbourne

We use an explicitly isochoric two-temperature theory where the ion temperature is not assumed to be equal to the electron temperature, to analyze recent X-ray laser scattering data for Aluminum in the ultra-fast-matter (UFM) regime up to 6…

统计力学 · 物理学 2016-06-22 M. W. C. Dharma-wardana

By means of extensive simulations, we investigate concentrated solutions of globular single-chain nanoparticles (SCNPs), an emergent class of synthetic soft nano-objects. By increasing the concentration, the SCNPs show a reentrant behaviour…

软凝聚态物质 · 物理学 2016-09-20 Federica Lo Verso , Jose A. Pomposo , Juan Colmenero , Angel J. Moreno

Combinatorial optimization algorithms which compute exact ground state configurations in disordered magnets are seen to exhibit critical slowing down at zero temperature phase transitions. Using arguments based on the physical picture of…

无序系统与神经网络 · 物理学 2009-11-07 A. Alan Middleton

Gradient compression is of growing interests for solving constrained optimization problems including compressed sensing, noisy recovery and matrix completion under limited communication resources and storage costs. Convergence analysis of…

最优化与控制 · 数学 2024-10-30 Zhaoyue Xia , Jun Du , Chunxiao Jiang , H. Vincent Poor , Yong Ren

Since their introduction, Transformer architectures have dominated Natural Language Processing (NLP). However, recent research has highlighted an inherent anisotropy phenomenon in these models, presenting a significant challenge to their…

计算与语言 · 计算机科学 2026-04-13 Raphael Bernas , Fanny Jourdan , Antonin Poché , Céline Hudelot

Online off-policy reinforcement learning (RL) is shaped by two coupled choices: the policy class and the update rule. Gaussian policies are fast and have tractable entropy, but struggle with multimodal action distributions. Generative…

机器学习 · 计算机科学 2026-05-22 Zeyuan Wang , Da Li , Yulin Chen , Yuehu Gong , Yanming Guo , Ye Shi , Liang Bai , Tianyuan Yu , Yanwei Fu

Partial Observability -- where agents can only observe partial information about the true underlying state of the system -- is ubiquitous in real-world applications of Reinforcement Learning (RL). Theoretically, learning a near-optimal…

机器学习 · 计算机科学 2022-12-19 Fan Chen , Yu Bai , Song Mei

It has recently been proved that the popular nonlocal means (NLM) denoising algorithm does not optimally denoise images with sharp edges. Its weakness lies in the isotropic nature of the neighborhoods it uses to set its smoothing weights.…

统计理论 · 数学 2012-12-04 Arian Maleki , Manjari Narayan , Richard G. Baraniuk

Chaotic dynamics with sensitive dependence on initial conditions may result in exponential decay of correlation functions. We show that for one-dimensional interval maps the corresponding quantities, that is, Lyapunov exponents and…

动力系统 · 数学 2015-06-11 Julia Slipantschuk , Oscar F. Bandtlow , Wolfram Just
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