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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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99197296394 · Jun 202019922001200920182026
48 results for stochastic heat equation

The paper constructs Markov processes for stochastic heat equations on infinite strings with manifold values.

problem Constructing Markov processes for stochastic heat equations on infinite strings with manifold values.
method Constructing conservative Markov processes corresponding to martingale solutions to stochastic heat equations on R+\mathbb{R}^+ or R\mathbb{R} with values in a Riemannian manifold.
result The process exhibits exponential ergodicity if the Ricci curvature is strictly positive and non-ergodicity if the sectional curvature is negative.

In this paper, we prove the existence of martingale solutions to the stochastic heat equation taking values in a Riemannian manifold, which admits Wiener (Brownian bridge) measure on the Riemannian path (loop) space as an invariant measure using a suitable Dirichlet form. Using the Andersson-Driver approximation, we he…

2017-11-27abs ↗pdf ↗

The main result of this note is the existence of martingale solutions to the stochastic heat equation (SHE) in a Riemannian manifold by using suitable Dirichlet forms on the corresponding path/loop space. Moreover, we present some characterizations of the lower bound of the Ricci curvature by functional inequalities of…

2017-06-19abs ↗pdf ↗

Quantum stochastic flow computes heat kernel traces for Ricci flat manifolds.

problem Computing heat kernel traces for Ricci flat manifolds.
method Quantum stochastic differential equation (qsde) on Fock space over L2L^2 differential 1-forms, adapted flow construction.
result Trace of the connection Laplacian heat kernel can be computed over any compact Ricci-flat Riemannian manifold.

Neural networks solve SPDEs using Wiener chaos expansion.

problem Solving stochastic partial differential equations (SPDEs) numerically.
method Using neural networks in the truncated Wiener chaos expansion.
result Approximation rates for learning SPDE solutions with noise.

The paper characterizes stochastic incompleteness in Riemannian manifolds.

problem Stochastic incompleteness of Riemannian manifolds and its characterization.
method Characterization through solutions to nonlinear parabolic equations.
result Stochastic incompleteness is equivalent to the nonuniqueness of bounded solutions to certain nonlinear parabolic equations.

ANNs overcome curse of dimensionality for heat equation uniform errors.

problem Approximating high-dimensional heat equations with neural networks.
method Developed techniques to estimate uniform LL^\infty-error.
result ANNs' parameters grow polynomially with dimension and precision.

Deep learning approximates SPDE solutions from noise trajectories.

problem Approximating solutions to stochastic partial differential equations (SPDEs).
method Uses neural networks to approximate SPDE solutions based on noise realizations.
result Accurately estimates SPDE solutions and functionals like mean and variance.

This paper classifies symmetries of biharmonic heat equations on surfaces of revolution.

problem Investigating symmetries of biharmonic heat equations on surfaces of revolution.
method Lie symmetry analysis to classify symmetries and derive invariant solutions.
result The biharmonic heat equation on a surface of revolution has the same Lie symmetries as the harmonic heat equation.

In this paper, we study the Poisson equation and heat equation in a model matrix geometry MnM_n. Our main results are about the Poisson equation and global behavior of the heat equation on MnM_n. We can show that if c0c_0 is the initial positive definite matrix in MnM_n, then c(t)c(t) exists for all time and is positive …

2013-11-21abs ↗pdf ↗

In this paper, we study the gradient estimates of Li-Yau-Hamilton type for positive solutions to both drifting heat equation and the simple nonlinear heat equation problem utΔu=aulogu,  u>0 u_t-Δu=au\log u, \ \ u>0 on the compact Riemannian manifold (M,g)(M,g) of dimension nn and with non-negative (Bakry-Emery)-Ricci curvature. Here…

2010-09-03abs ↗pdf ↗

Derives matrix Harnack inequalities for semilinear heat equations on manifolds.

problem Bounding solutions of semilinear heat equations on manifolds with geometric constraints.
method Applies Li-Yau estimates to derive Harnack inequalities for positive solutions.
result Derives matrix Harnack inequalities for positive solutions of semilinear heat equations.

This paper proposes an unsupervised learning method to solve heat equations on chips.

problem Critical need for solving heat transfer equations on chips for 5G and AI.
method Hybrid framework of Auto Encoder and Image Gradient for unsupervised learning.
result Framework can solve heat transfer problems with a single training process and predict unseen cases.

Extends gradient estimates for heat equation under Finsler geometric flows.

problem Global gradient estimates for positive solutions to heat equation.
method General compact Finsler CD(K,N)CD(-K,N) geometric flow.
result Derives Harnack inequality for positive solutions.

Study on biharmonic heat equation on manifolds with curvature constraints.

problem Analyzing entire solutions of biharmonic heat equation on manifolds.
method Exponential decay estimates for biharmonic heat kernel under Ricci curvature and noncollapsing conditions. Proving uniqueness criteria for Cauchy problem.
result Conservation law for biharmonic heat kernel and uniform L-infinity estimate for entire solutions.

The paper extends Li-Yau-Hamilton estimates to evolving Kähler metrics and nonlinear heat equations.

problem Deriving estimates for nonlinear heat equations on evolving Kähler metrics.
method Generalized matrix Li-Yau-Hamilton estimates to Kähler manifolds with evolving metrics and nonlinear heat equations.
result Extended Li-Yau-Hamilton estimates to evolving Kähler metrics and nonlinear heat equations.

Paper proves estimates for heat and conjugate heat equations under Ricci flow, leading to monotonicity of parabolic frequencies.

problem Establishing estimates for heat and conjugate heat equations under Ricci flow.
method Proving matrix Li-Yau-Hamilton estimates for positive solutions to the heat and conjugate heat equations coupled with Ricci flow.
result Monotonicity of parabolic frequencies established up to correction factors.

The paper establishes sub-gradient estimates and entropy formulas for quaternionic contact geometry heat equations.

problem Developing sub-gradient estimates and entropy formulas for quaternionic contact geometry.
method Establishing sub-gradient estimates and entropy formulas for the quaternionic contact heat equation.
result Two Perelman-type entropy formulas and sub-gradient estimates for the quaternionic contact heat equation.

A quaternionic contact (qc) heat equation and the corresponding qc energy functional are introduced. It is shown that the qc energy functional is monotone non-increasing along the qc heat equation on a compact qc manifold provided certain positivity conditions are satisfied.

2016-08-01abs ↗pdf ↗

The paper improves heat equation estimates under weaker Ricci curvature conditions.

problem Improving heat equation estimates under weaker Ricci curvature conditions.
method Establishing Li-Yau-type and Hamilton-type estimates for positive solutions of the heat equation under generalized Ricci flow.
result Deriving Harnack-type inequalities and monotonicity of parabolic frequency.

New Hessian estimates for heat equations on manifolds.

problem Estimating Hessian matrices for heat-type equations on Riemannian manifolds.
method Using Bismut-Stroock Hessian formula, with explicit coefficients and delay/growth rate functions.
result Novel backward weak Harnack inequality and precise pointwise Hessian estimates for eigenfunctions.

Article provides Bernstein gradient estimates for heat equations with potential terms.

problem Gradient estimates for heat equations with potential terms on weighted Riemannian manifolds.
method Derived Bernstein type gradient estimates for two systems of heat equations with linear, exponential, and combined potentials.
result Resolves part of the problem raised by Bhattacharyya et al. in \cite{SB-1}.

Derives heat equation estimates linked to Ricci flow on compact and noncompact manifolds.

problem Estimating heat equation coupled to Ricci flow on noncompact manifolds.
method Local derivative estimates for the heat equation coupled to the Ricci flow.
result Extends results on distance distortion and backward pseudolocality to noncompact manifolds.

The paper derives Harnack inequalities for positive heat equation solutions on Finsler manifolds.

problem Deriving inequalities for heat equation solutions on Finsler manifolds.
method Generalizing Li-Yau type gradient estimates to Finsler geometry and applying to heat equation solutions.
result General gradient estimate for positive solutions of the heat equation on Finsler manifolds under curvature assumptions.