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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.

168,657 papers · 148 categories

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336699132 · May 202619922001200920172026
48 results for Spectral expansion

Authors prove an asymptotic expansion for spectral zeta functions on discrete tori.

problem Proving an asymptotic expansion for spectral zeta functions on discrete tori.
method Inspired by Friedli and Karlsson's work, the authors derive an asymptotic expansion for the spectral zeta function on discrete tori.
result Similar asymptotic expansions hold for m=2 and higher dimensions, equivalent to the Epstein-Riemann conjecture.

The paper calculates spectral invariants of magnetic Steklov eigenvalues on Riemannian manifolds.

problem Investigating spectral invariants of magnetic Steklov eigenvalues on Riemannian manifolds.
method Established an effective procedure to calculate all coefficients of the heat trace asymptotic expansion.
result Explicitly provided expressions for the first four coefficients of the heat trace asymptotic expansion.

The paper studies magnetic field effects on surface eigenvalues and spectral properties.

problem Understanding magnetic effects on surface eigenvalues and spectral properties.
method Provided precise spectral asymptotics expansion for the magnetic Dirichlet-to-Neumann map on surfaces.
result The spectrum of the magnetic Dirichlet-to-Neumann map uniquely determines the number and length of boundary components, parallel transport, and magnetic flux.

We consider a special family of occupation-time derivatives, namely proportional step options introduced by Linetsky in [Math. Finance, 9, 55--96 (1999)]. We develop new closed-form spectral expansions for pricing such options under a class of nonlinear volatility diffusion processes which includes the constant-elastic…

2013-02-15abs ↗pdf ↗

The paper studies asymptotic expansions of operators related to Bochner-Schrödinger on Riemannian manifolds.

problem Asymptotic expansions of operators related to Bochner-Schrödinger on Riemannian manifolds.
method Analyzes the Bochner-Schrödinger operator HpH_p and its function φ(Hp)\varphi(H_p) in L2(X,LpE)L^2(X,L^p\otimes E), providing an asymptotic expansion of its smooth Schwartz kernel.
result The trace of the operator φ(Hp)\varphi(H_p) admits a complete asymptotic expansion in powers of p1/2p^{-1/2} as pop o \infty.

New Hermite approximations accelerate convergence with adaptive coordinate transformations.

problem Accelerating convergence of spectral approximations for Hermite expansions.
method Using normalizing flows for adaptive coordinate transformations and deriving error estimates.
result Error estimates for Hermite expansions under adaptive coordinate transformations.

We introduce and study new spectral invariant of two elliptic partial differential operators of Laplace and Dirac type on compact smooth manifolds without boundary that depends on both the eigenvalues and the eigensections of the operators, which is a equal to the regularized number of created particles from the vacuum…

2019-09-20abs ↗pdf ↗

The main results of this paper are an asymptotic expansion in powers of \hbar for the spectral measure μμ_\hbar of a semi-classical Toeplitz operator, QQ_\hbar, and an equivariant version of this result when QQ_\hbar admits an nn-torus as a symmetry group. In addition we discuss some inverse spectral consequences…

2017-06-13abs ↗pdf ↗

We introduce and study {\it new} relative spectral invariants of {\it two} elliptic partial differential operators of Laplace and Dirac type on compact smooth manifolds without boundary that depend on both the eigenvalues and the eigensections of these operators and contain much more information about geometry. We prov…

2019-08-04abs ↗pdf ↗

New volume functions for random hyperbolic surfaces link to spectral gaps.

problem Analyzing spectral gaps in random hyperbolic surfaces.
method Introduced new volume functions VgT(l)V_g^T(l), derived their asymptotic expansions, and linked them to spectral gaps.
result Coefficients in the asymptotic expansion of VgT(l)V_g^T(l) are Friedman-Ramanujan functions.

FoSR adds edges to graphs to prevent oversquashing and oversmoothing in GNNs.

problem Oversquashing and oversmoothing in graph neural networks (GNNs).
method First-order spectral rewiring to add edges based on spectral expansion, combined with a relational architecture.
result Our algorithm outperforms existing graph rewiring methods in graph classification tasks.

Magnitude of geometric shapes studied for smooth manifolds, revealing spectral geometry insights.

problem Understanding the geometric significance of Leinster's magnitude for smooth manifolds.
method Investigation of magnitude function for various distance functions, including submanifolds and Riemannian manifolds, with asymptotic analysis in the limit.
result Magnitude function is well-defined and meromorphically continued for large distances, revealing volume, surface area, and curvature integrals.

Let (M,g)(M,g) be a surface with Riemannian metric and curved conic singularities. More precisely, a neighbourhood of a singularity is isometric to (0,1)×S1(0,1)\times S^1 with metric gconic=dr2+f(r)2dθ2,r(0,1)g_{\text{conic}}=dr^2+f(r)^2dθ^2, r\in(0,1). We study the spectral geometry of (M,g)(M,g) using the heat trace expansion. We express the first few…

2017-11-02abs ↗pdf ↗

Researchers derive asymptotic expansions for thermoelastic operators on manifolds.

problem Determining precise geometric information from thermoelastic spectra.
method Asymptotic expansions with Dirichlet and Neumann boundary conditions.
result Explicit calculation of first two coefficients for volumes.

Inspired by the LG/CY correspondence, we study the local index theory of the Schrödinger operator associated to a singularity defined on Cn{\mathbb C}^n by a quasi-homogeneous polynomial ff. Under some mild assumption on ff, we show that the small time heat kernel expansion of the corresponding Schrödinger operator e…

2016-03-21abs ↗pdf ↗

In graph theory there are intimate connections between the expansion properties of a graph and the spectrum of its Laplacian. In this paper we define a notion of combinatorial expansion for simplicial complexes of general dimension, and prove that similar connections exist between the combinatorial expansion of a compl…

2012-07-03abs ↗pdf ↗

Study the Bochner-Schrödinger operator on symplectic manifolds, proving gap existence and asymptotic kernel behavior.

problem Analyzing the spectrum and asymptotic behavior of the Bochner-Schrödinger operator on symplectic manifolds.
method Rough asymptotic description, existence proof, off-diagonal exponential estimate, complete asymptotic expansion.
result Existence of gaps in the spectrum and asymptotic kernel behavior.

In this thesis we deal with spectral invariants for polygons and closed orbisurfaces of constant Gaussian curvature. In each case our method is to study the heat kernel and the asymptotic expansion of the heat trace. First, we investigate hyperbolic polygons, i.e. relatively compact domains in the hyperbolic plane with…

2017-11-09abs ↗pdf ↗

We derive the Do and Norbury recursion formula for the one-loop mean of an irregular spectral curve from a variant of replica method by Brezín and Hikami. We express this recursion in special times in which all terms W1(g)W_1^{(g)} of the genus expansion of the one-loop mean are polynomials. We find a generalization of th…

2015-12-31abs ↗pdf ↗

This note is an expansion of three lectures given at the workshop "Topology, Complex Analysis and Arithmetic of Hyperbolic Spaces" held at Kyoto University in December of 2006 and will appear in the proceedings for this workshop.

2007-06-26abs ↗pdf ↗

We study the spectral functions, and in particular the zeta function, associated to a class of sequences of complex numbers, called of spectral type. We investigate the decomposability of the zeta function associated to a double sequence with respect to some simple sequence, and we provide a technique for obtaining the…

2006-07-31abs ↗pdf ↗

We extend topological recursion to twisted Higgs bundles with singularities.

problem Computing Taylor expansions of period matrices for twisted Higgs bundles.
method We introduce a twisted topological recursion on the spectral curve of a twisted Higgs bundle, encoding singularities and performing the recursion explicitly.
result The g=0g=0 twisted Eynard-Orantin differentials compute the Taylor expansion of the spectral curve's period matrix, independent of the ambient space.

The paper studies the asymptotic expansion of Gaussian integral operators on Riemannian submanifolds.

problem Analyzing the asymptotic behavior of Gaussian integral operators on Riemannian submanifolds.
method Deriving a full asymptotic expansion of the Gaussian integral operator and computing the first-order correction term.
result Explicit computation of the first-order correction term in terms of mean curvature vector and scalar curvature.

Neural Chaos uses neural networks instead of polynomials for stochastic modeling.

problem Challenges in constructing surrogate models with uncertainty quantification for complex or high-dimensional stochastic processes.
method Adopting spectral expansion formalism with neural network basis functions, identifying them data-drivenly without prior assumptions.
result Demonstrates effectiveness of the proposed scheme through numerical examples of varying complexity.

A large class of machine learning techniques requires the solution of optimization problems involving spectral functions of parametric matrices, e.g. log-determinant and nuclear norm. Unfortunately, computing the gradient of a spectral function is generally of cubic complexity, as such gradient descent methods are rath…

2018-02-18abs ↗pdf ↗

Kernel methods have great promise for learning rich statistical representations of large modern datasets. However, compared to neural networks, kernel methods have been perceived as lacking in scalability and flexibility. We introduce a family of fast, flexible, lightly parametrized and general purpose kernel learning …

2014-12-19abs ↗pdf ↗

We investigate the special Kähler geometry of the base of the Hitchin integrable system in terms of spectral curves and topological recursion. The Taylor expansion of the special Kähler metric about any point in the base may be computed by integrating the g=0g = 0 Eynard-Orantin invariants of the corresponding spectral …

2017-07-17abs ↗pdf ↗

New findings show neural network training loss follows a power law over time.

problem Understanding the optimization process of neural networks during training.
method Spectral analysis of the integral operator representing the linearized evolution of a large network.
result The loss function in neural network training follows a power law behavior, L(t)tξL(t) \sim t^{-ξ}, with exponent ξξ determined by network parameters and data characteristics.

In the previous article we derived a detailed asymptotic expansion of the heat trace for the Laplace-Beltrami operator on functions on manifolds with conic singularities. In this article we investigate how the terms in the expansion reflect the geometry of the manifold. Since the general expansion contains a logarithmi…

2017-10-15abs ↗pdf ↗

MFNs parameterize non-local interactions through matrix equivariant functions, improving graph neural network performance.

problem Challenges in modeling non-local interactions in graphs, such as oversmoothing and oversquashing.
method Matrix Function Neural Networks (MFNs) using resolvent expansions for non-local interactions.
result Achieves state-of-the-art performance in graph benchmarks and captures intricate non-local interactions.

Motivated by the local formulae for asymptotic expansion of heat kernels in spectral geometry, we propose a definition of Ricci curvature in noncommutative settings. The Ricci operator of an oriented closed Riemannian manifold can be realized as a spectral functional, namely the functional defined by the zeta function …

2016-12-20abs ↗pdf ↗

Study spectral properties of sub-Riemannian Laplacians, proving quantum ergodicity and heat kernel asymptotics.

problem Spectral properties of sub-Riemannian Laplacians.
method Quantum ergodicity results, small-time asymptotics of sub-Riemannian heat kernels, Weyl law.
result Weyl law and spectral concentration on Lie brackets of length r-1.