arXiv research

The paper studies graph Laplace operator behavior near isolated singularities.

Graph Laplace operators uniquely identify metrics and densities on manifolds.

We show that eigenvalues and eigenfunctions of the Laplace-Beltrami operator on a Riemannian manifold are approximated by eigenvalues and eigenvectors of a (suitably weighted) graph Laplace operator of a proximity graph on an epsilon-net.

Estimates eigenvalues of poly-Laplace operator on lattice subgraphs.

Paper revisits graph-CNNs using Laplace-Beltrami spectral filters and polynomials.

The paper extends graph-based semi-supervised learning to infinite-dimensional Wasserstein space.

Finslerian graph neural networks recover nonlinear diffusion geometry

This research proves that quadratic regularized optimal transport can approximate the Laplace-Beltrami operator on smooth manifolds.

In this paper we improve the spectral convergence rates for graph-based approximations of Laplace-Beltrami operators constructed from random data. We utilize regularity of the continuum eigenfunctions and strong pointwise consistency results to prove that spectral convergence rates are the same as the pointwise consist…

We study the convergence of the graph Laplacian of a random geometric graph generated by an i.i.d. sample from a $m$-dimensional submanifold $M$ in $R^d$ as the sample size $n$ increases and the neighborhood size $h$ tends to zero. We show that eigenvalues and eigenvectors of the graph Laplacian converge with a rate of…

We prove that if $M$ is a complete hypersurface in $\mathbb{R}^{n+1}$ which is graph of a real radial function, then the spectrum of the Laplace operator on M is the interval $[0,\infty)$.

Eigenvalues of manifolds with cylindrical boundaries approximated by graph Laplacians.

I prove that the spectrum of the Laplace-Beltrami operator with the Neumann boundary condition on a compact Riemannian manifold with boundary admits a fast approximation by the spectra of suitable graph Laplacians on proximity graphs on the manifold, and similar graph approximation works for metric-measure spaces glued…

The paper analyzes rates of approximation for eigenpairs of Laplace-Beltrami operators on manifolds.

The paper proves spectral convergence rates for graph Laplacian to manifold Laplace-Beltrami operator.

Estimates eigenvalues and spectrum for graph substructures using isocapacitary constants.

We prove the following estimate for the spectrum of the normalized Laplace operator $Δ$ on a finite graph $G$, \begin{equation*}1- (1- k[t])^{\frac{1}{t}}\leq λ_1 \leq \cdots \leq λ_{N-1}\leq 1+ (1- k[t])^{\frac{1}{t}}, \,\forall \,\,\text{integers}\,\, t\geq 1. \end{equation*} Here $k[t]$ is a lower bound for the Olli…

Introduces a new elliptic operator with positive eigenvalue.

The CD equalities were introduced to imply the gradient estimate of laplace operator on graphs. This article is based on the unbounded Laplacians, and finally concludes some equivalent properties of the CD(K,$\infty$)and CD(K,n).

We address the problem of setting the kernel bandwidth used by Manifold Learning algorithms to construct the graph Laplacian. Exploiting the connection between manifold geometry, represented by the Riemannian metric, and the Laplace-Beltrami operator, we set the bandwidth by optimizing the Laplacian's ability to preser…

The standard Laplace operator is a generalization of the Hodge Laplace operator on differential forms to arbitrary geometric vector bundles, alternatively it can be seen as generalization of the Casimir operator acting on sections of homogeneous vector bundles over symmetric spaces to general Riemannian manifolds. Stre…

Formula derived for Laplace-Beltrami on Stiefel manifold.

The paper introduces Laplace-type operators for functions defined on the tangent space of a Finsler Lie algebroid, using a volume form on the prolongation of the algebroid. It also presents the construction of a horizontal Laplace operator for forms defined on the prolongation of the algebroid. All of the Laplace opera…

Formula for Laplace-Beltrami on orthogonal group in Euclidean coords.

Poisson learning doesn't solve graph semi-supervised learning issues.

Method finds domain of Laplace-Beltrami operator on 2D almost-Riemannian manifolds.

The higher spin Laplace operator has been constructed recently as the generalization of the Laplacian in higher spin theory. This acts on functions taking values in arbitrary irreducible representations of the Spin group. In this paper, we first provide a decomposition of the higher spin Laplace operator in terms of Rr…

Study spectral properties of graph Laplacian for manifold data.

Paper studies Laplace operator estimates in harmonic map heat flows.

Study on manifolds with kinks and Gaussian kernel behavior.

In this paper, we construct Laplace-Beltrami operators associated with arbitrary Riemannian metrics on noncommutative tori of any dimension. These operators enjoy the main properties of the Laplace-Beltrami operators on ordinary Riemannian manifolds. The construction takes into account the non-triviality of the group o…

Graph-based framework for provably robust adversarial training.

Algorithm computes eigenvalues and eigenforms on Calabi-Yau threefolds.

Mathematical analysis of Riemann surfaces and their moduli spaces using hybrid Laplacians.

We study the asymptotic behaviour of regularized determinants of certain Laplace type operators with respect to singular deformations of the underlying manifold which are obtained by stretching a tubular neighborhood of an embedded separating hypersurface to a cylinder of infinite length. Using the asymptotic expansion…

Extends geometric structures to manifolds with new operators.

We study the higher spin Dirac operators on 3-dimensional manifolds and show that there exist two Laplace type operators for each associated bundle. Furthermore, we give lower bound estimations for the first eigenvalues of these Laplace type operators.

We give a new definition of a Laplace operator for Finsler metric as an average with regard to an angle measure of the second directional derivatives. This definition uses a dynamical approach due to Foulon that does not require the use of connections nor local coordinates. We show using 1-parameter families of Katok--…

We approximate the spectral data (eigenvalues and eigenfunctions) of compact Riemannian manifold by the spectral data of a sequence of (computable) discrete Laplace operators associated to some graphs immersed in the manifold. We give an upper bound on the error that depends on upper bounds on the diameter and the sect…

Study on eigenvalues of Laplace operator on 1-forms for symmetric spaces.

For bicovariant differential calculi on quantum matrix groups a generalisation of classical notions such as metric tensor, Hodge operator, codifferential and Laplace-Beltrami operator for arbitrary k-forms is given. Under some technical assumptions it is proved that Woronowicz' external algebra of left-invariant differ…

Solves geodesics and Laplace-Beltrami spectrum on flag manifolds.

The paper connects eigenvalue problems for various operators and establishes inequalities and asymptotic formulas for heat traces.

Graph Laplacian approximates manifold eigenvalues with controlled curvature bounds.

Trapezoids uniquely identified by their Dirichlet Laplace spectrum.

We consider odd Laplace operators acting on densities of various weight on an odd Poisson (= Schouten) manifold $M$. We prove that the case of densities of weight 1/2 (half-densities) is distinguished by the existence of a unique odd Laplace operator depending only on a point of an ``orbit space'' of volume forms. This…

We establish the existence of analytic curves of eigenvalues for the Laplace-Neumann operator through an analytic variation of the metric of a compact Riemannian manifold $M$ with boundary by means of a new approach rather than Kato's method for unbounded operators. We obtain an expression for the derivative of the cur…

Study submanifolds in hyperbolic space, focusing on their boundary and Laplace operator.