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Flow matching has emerged as a simulation-free alternative to diffusion-based generative modeling, producing samples by solving an ODE whose time-dependent velocity field is learned along an interpolation between a simple source…

机器学习 · 统计学 2026-04-10 Shivam Kumar , Yixin Wang , Lizhen Lin

This article reports on the efficiency of a co-located diffuse approximation method coupled with a projection algorithm for the solution of two and three-dimensional incompressible flow equations. Three typical examples show the accuracy of…

数值分析 · 数学 2021-03-04 Stéphane Couturier , Hamou Sadat

We consider two classes of stream-based computations which admit taking linear combinations of execution runs: probabilistic sampling and generalized animation. The dataflow architecture is a natural platform for programming with streams.…

编程语言 · 计算机科学 2016-01-06 Michael Bukatin , Steve Matthews

This work presents mixed variational flows (MixFlows), a new variational family that consists of a mixture of repeated applications of a map to an initial reference distribution. First, we provide efficient algorithms for i.i.d. sampling,…

机器学习 · 统计学 2025-06-03 Zuheng Xu , Naitong Chen , Trevor Campbell

The Lie point symmetries and corresponding invariant solutions are obtained for a Gaussian, irrotational, compressible fluid flow. A supersymmetric extension of this model is then formulated through the use of a superspace and superfield…

数学物理 · 物理学 2009-11-13 A. M. Grundland , A. J. Hariton

Inspired by the concept of coherent frozen waves, this paper introduces one possible theoretical framework of its partially coherent version, a frozen spatial coherence, in which a desired two-point correlation structure of an optical field…

光学 · 物理学 2022-06-22 M. A. Pinto , P. A. Brandão

We consider AF-flows, i.e., one-parameter automorphism groups of a unital simple C*-algebra which leave invariant the dense union of an increasing sequence of finite-dimensional *-subalgebras, and derive two properties for these; an absence…

算子代数 · 数学 2009-10-31 Ola Bratteli , Akitaka Kishimoto

The theory of isospectral flows comprises a large class of continuous dynamical systems, particularly integrable systems and Lie--Poisson systems. Their discretization is a classical problem in numerical analysis. Preserving the spectra in…

数值分析 · 数学 2022-11-15 Klas Modin , Milo Viviani

We study the motion of sets by anisotropic curvature under a volume constraint in the plane. We establish the exponential convergence of the area-preserving anisotropic flat flow to a disjoint union of Wulff shapes of equal area, the…

偏微分方程分析 · 数学 2024-05-15 Eric Kim , Dohyun Kwon

Learning permutations is fundamental to sorting, ranking, and matching, but existing differentiable methods based on entropy-regularized Sinkhorn produce a single softened solution and collapse under ambiguity. We present PermFlow, a…

机器学习 · 计算机科学 2026-05-19 Yimeng Min , Carla P. Gomes

Normalizing flows are exact-likelihood generative neural networks which approximately transform samples from a simple prior distribution to samples of the probability distribution of interest. Recent work showed that such generative models…

机器学习 · 统计学 2020-10-27 Jonas Köhler , Leon Klein , Frank Noé

Using a framework based on the $1+3$ formalism we carry out a study on axially and reflection symmetric dissipative fluids, in the quasi--static regime. We first derive a set of invariantly defined "velocities", which allow for an…

广义相对论与量子宇宙学 · 物理学 2016-03-08 L. Herrera , A. Di Prisco , J. Ospino , J. Carot

Quasidiffusion is an extension of regular diffusion which can be described as a Feller process on $\mathbb{R}$ with infinitesimal operator $L=\frac{1}{2}D_mD_s$. Here, $s(x) = x$ and $m$ refers to the (not necessarily fully supported) speed…

概率论 · 数学 2023-09-13 Liping Li , Ying Li

We propose a family of near-metrics based on local graph diffusion to capture similarity for a wide class of data sets. These quasi-metametrics, as their names suggest, dispense with one or two standard axioms of metric spaces, specifically…

机器学习 · 统计学 2017-10-18 Chu Wang , Iraj Saniee , William S. Kennedy , Chris A. White

An implicit Euler finite-volume scheme for general cross-diffusion systems with volume-filling constraints is proposed and analyzed. The diffusion matrix may be nonsymmetric and not positive semidefinite, but the diffusion system is assumed…

数值分析 · 数学 2021-05-13 Ansgar Jüngel , Antoine Zurek

In our paper we construct a new infinite family of symmetries of the Whitham equations (averaged Korteveg-de-Vries equation). In contrast with the ordinary hydrodynamic-type flows these symmetries are nonhomogeneous (i.e. they act…

solv-int · 物理学 2008-02-03 P. G. Grinevich

We examine the effectiveness of the Generalised Quasilinear (GQL) Approximation introduced by Marston et al (2016). This approximation splits the variables into large and small scales in directions where there is a translational symmetry…

流体动力学 · 物理学 2016-12-01 Steven Tobias , Brad Marston

The paper is devoted to the derivation, by linearization, of simplified (fully homogenized) homogenized models of an immiscible incompressible two-phase flow in double porosity media in the case of thin fissures. In a simplified dual…

偏微分方程分析 · 数学 2022-11-14 Mladen Jurak , Leonid Pankratov , Anja Vrbaški

We study general relativity at a null boundary using the covariant phase space formalism. We define a covariant phase space and compute the algebra of symmetries at the null boundary by considering the boundary-preserving diffeomorphisms…

高能物理 - 理论 · 物理学 2023-07-20 Venkatesa Chandrasekaran , Eanna E. Flanagan , Kartik Prabhu

Mapping between discrete and continuous distributions is a difficult task and many have had to resort to heuristical approaches. We propose a tessellation-based approach that directly learns quantization boundaries in a continuous space,…

机器学习 · 计算机科学 2022-12-13 Ricky T. Q. Chen , Brandon Amos , Maximilian Nickel