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Diffusion models have emerged as powerful generative tools with applications in computer vision and scientific machine learning (SciML), where they have been used to solve large-scale probabilistic inverse problems. Traditionally, these…

Using the generalized symmetry method we finish a classification, started in the article [R.N. Garifullin, R.I. Yamilov and D. Levi, Classification of five-point differential-difference equations, J. Phys. A: Math. Theor. 50 (2017) 125201…

可精确求解与可积系统 · 物理学 2018-02-14 R. N. Garifullin , R. I. Yamilov , D. Levi

We investigate the existence and uniqueness of solutions for second-order semi-linear partial differential equations defined on a Riemannian manifold $M$. By combining differential geometry and analysis techniques, we establish the…

偏微分方程分析 · 数学 2025-07-16 Nicolas Martinez-Alba , Oscar Riaño

This paper completes investigation of symmetry properties of nonlinear variable coefficient diffusion-convection equations of the form $f(x)u_t=(g(x)A(u)u_x)_x+h(x)B(u)u_x$. Potential symmetries of equations from the considered class are…

数学物理 · 物理学 2007-10-24 N. M. Ivanova , R. O. Popovych , C. Sophocleous

Group classification of systems of two coupled nonlinear reaction-diffusion equation with a general diffusion matrix started in papers math-ph/0411027,, math-ph/0411028 is completed in present paper where all non-equivalent equations with…

数学物理 · 物理学 2007-07-23 A. G. Nikitin

In this work we would like to point out the possibility of generating a class of exactly solvable convection-diffusion-reaction equation in similarity form with intrinsic supersymmetry, i.e., the solution and the diffusion coefficient of…

数学物理 · 物理学 2024-09-17 Choon-Lin Ho

A novel global energy model for multi-class semantic image segmentation is proposed that admits very efficient exact inference and derivative calculations for learning. Inference in this model is equivalent to MAP inference in a particular…

计算机视觉与模式识别 · 计算机科学 2016-04-04 Paul Vernaza

Differentiability of semigroups is useful for many applications. Here we focus on stochastic differential equations whose diffusion coefficient is the square root of a differentiable function but not differentiable itself. For every…

概率论 · 数学 2021-03-09 Martin Hutzenthaler , Daniel Pieper

Diffusion processes are a class of stochastic differential equations (SDEs) providing a rich family of expressive models that arise naturally in dynamic modelling tasks. Probabilistic inference and learning under generative models with…

机器学习 · 计算机科学 2024-02-28 Prakhar Verma , Vincent Adam , Arno Solin

A new class of integrable mappings and chains is introduced. Corresponding $(1+2)$ integrable systems invariant with respect to such discrete transformations are presented in an explicit form. Their soliton-type solutions are constructed in…

数学物理 · 物理学 2007-05-23 A. N. Leznov

We study the convergence of the new family of mimetic finite difference schemes for linear diffusion problems recently proposed in [38]. In contrast to the conventional approach, the diffusion coefficient enters both the primary mimetic…

数值分析 · 数学 2016-12-07 G. Manzini , K. Lipnikov , J. D. Moulton , M. Shashkov

The fast diffusion equation $u_t=(u^{-1}u_x)_x$ is investigated from the symmetry point of view in development of the paper by Gandarias [Phys. Lett. A 286 (2001) 153-160]. After studying equivalence of nonclassical symmetries with respect…

数学物理 · 物理学 2007-05-23 Roman O. Popovych , Olena O. Vaneeva , Nataliya M. Ivanova

In the present paper we consider a general family of two dimensional wave equations which represents a great variety of linear and nonlinear equations within the framework of the transformations of equivalence groups. We have investigated…

数学物理 · 物理学 2025-07-24 Saadet S. Özer

Using the generalized symmetry method, we carry out, up to autonomous point transformations, the classification of integrable equations of a subclass of the autonomous five-point differential-difference equations. This subclass includes…

可精确求解与可积系统 · 物理学 2017-04-05 R. N. Garifullin , R. I. Yamilov , D. Levi

We study a class of reaction-diffusion model extrapolating continuously between the pure coagulation-diffusion case ($A+A\to A$) and the pure annihilation-diffusion one ($A+A\to\emptyset$) with particles input ($\emptyset\to A$) at a rate…

凝聚态物理 · 物理学 2016-08-31 Pierre-Antoine Rey , Michel Droz

A modified method of functional constraints is used to construct the exact solutions of nonlinear equations of reaction-diffusion type with delay and which are associated with variable coefficients. This study considers a most generalized…

可精确求解与可积系统 · 物理学 2021-10-26 M. O. Aibinu , S. C. Thakur , S. Moyo

The purpose of this paper is to present a class of particular solutions of a C(2,1) conformally invariant nonlinear Klein-Gordon equation by symmetry reduction. Using the subgroups of similitude group reduced ordinary differential equations…

solv-int · 物理学 2009-10-31 F. Gungor

We carry out a detailed Lie point symmetry group classification of the Li\'enard type equation, $\ddot{x}+f(x)\dot{x}+g(x) = 0$, where $f(x)$ and $g(x)$ are arbitrary smooth functions of $x$. We divide our analysis into two parts. In the…

可精确求解与可积系统 · 物理学 2015-05-13 S. N. Pandey , P. S. Bindu , M. Senthilvelan , M. Lakshmanan

We classify the Lie symmetries of variable coefficient Gardner equations (called also the combined KdV-mKdV equations). In contrast to the particular results presented in Molati and Ramollo (2012) we perform the exhaustive group…

可精确求解与可积系统 · 物理学 2015-03-04 Olena Vaneeva , Oksana Kuriksha , Christodoulos Sophocleous

A class of the Newell-Whitehead-Segel equations (also known as generalized Fisher equations and Newell-Whitehead equations) is studied with Lie and "nonclassical" symmetry points of view. The classifications of Lie reduction operators and…

数学物理 · 物理学 2019-08-13 Olena Vaneeva , Vyacheslav Boyko , Alexander Zhalij , Christodoulos Sophocleous