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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.

169,341 papers · 148 categories

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4284126168 · Jun 202019922001200920182026
48 results for arbitrary tensors

In this paper we propose new techniques to sample arbitrary third-order tensors, with an objective of speeding up tensor algorithms that have recently gained popularity in machine learning. Our main contribution is a new way to select, in a biased random way, only O(n1.5/ε2)O(n^{1.5}/ε^2) of the possible n3n^3 elements while s…

2015-02-17abs ↗pdf ↗

Study on tensor nuclear norm's decomposability and subdifferential.

problem Understanding tensor nuclear norm in higher-order tensors.
method Showed decomposability over specific subspaces, derived subdifferential inclusions, and studied subgradients.
result Established the statistical performance of tensor robust principal component analysis.

We link probability density functions to Fisher information metrics.

problem Constructing probability density functions from Fisher information metrics.
method Utilizing the spatially disjoint product of probability density functions and their Fisher information metric tensors.
result A method for constructing arbitrary Riemannian Fisher information metric tensors.

Develops a new measure model framework for arbitrary sample spaces.

problem Defines a flexible measure model framework for arbitrary sample spaces.
method Introduces a parametric measure model via a differentiable map from parameter manifold to measures on an arbitrary sample space.
result Establishes the Fisher metric and Amari-Chentsov tensor in a general measure model context.

We show that on simple surfaces the geodesic ray transform acting on solenoidal symmetric tensor fields of arbitrary order is injective. This solves a long standing inverse problem in the two-dimensional case.

2011-09-02abs ↗pdf ↗

Let X be a smooth manifold of dimension 1+n endowed with a lorentzian metric g, and let T be the electromagnetic energy tensor associated to a 2-form F. In this paper we characterize this tensor T as the only 2-covariant natural tensor associated to a lorentzian metric and a 2-form that is independent of the unit of sc…

2012-01-17abs ↗pdf ↗

Study homogenizes equations on parallelizable manifolds using tensor localization and periodicity.

problem Homogenizing oscillating linear elliptic equations on parallelizable manifolds.
method Two-scale convergence through localization and periodicity induced by geometry.
result Explicit cell formulae for the homogenization limit and a theory of two-scale convergence of tensors.

In all dimensions and arbitrary signature, we demonstrate the existence of a new local potential -- a double (2,3)-form -- for the Weyl curvature tensor, and more generally for all tensors with the symmetry properties of the Weyl curvature tensor. The classical four-dimensional Lanczos potential for a Weyl tensor -- a …

2004-08-20abs ↗pdf ↗

We introduce Bayesian multi-tensor factorization, a model that is the first Bayesian formulation for joint factorization of multiple matrices and tensors. The research problem generalizes the joint matrix-tensor factorization problem to arbitrary sets of tensors of any depth, including matrices, can be interpreted as u…

2014-12-15abs ↗pdf ↗

A vector field on a Riemannian manifold is called conformal Killing if it generates one-parameter group of conformal transformations. The class of conformal Killing symmetric tensor fields of an arbitrary rank is a natural generalization of the class of conformal Killing vector fields, and appears in different geometri…

2011-03-18abs ↗pdf ↗

Algorithm estimates mixtures of arbitrary Gaussians robustly in presence of corruptions.

problem Estimating mixtures of arbitrary Gaussians in the presence of a constant fraction of arbitrary corruptions.
method Polynomial-time algorithm using partial clustering and tensor decomposition.
result Resolves the main open problem in several previous works on algorithmic robust statistics.

TeaNet uses GCNs to model complex atomic interactions inspired by electronic relaxation.

problem Creating a universal interatomic potential for all elements.
method Tensor-embedded atom network (TeaNet) using graph convolutional neural networks (GCNs).
result TeaNet achieves good performance (19 meV/atom) for structures and reactions involving elements from H to Ar.

Proves the Kundt conjecture in arbitrary dimensions, confirming its validity.

problem Determining spacetimes not characterized by scalar polynomial curvature invariants.
method New bilinear map and analysis of covariant derivatives of the Riemann tensor.
result Confirms the Kundt conjecture in arbitrary dimensions, removing regularity assumptions.

Tensor factorization arises in many machine learning applications, such knowledge base modeling and parameter estimation in latent variable models. However, numerical methods for tensor factorization have not reached the level of maturity of matrix factorization methods. In this paper, we propose a new method for CP te…

2015-01-29abs ↗pdf ↗

We provide an explicit algorithm to calculate invariant tensors for the adjoint representation of the simple Lie algebra sl(n)sl(n), as well as arbitrary representation in terms of roots. We also obtain explicit formulae for the adjoint representations of the orthogonal and symplectic Lie algebras so(n)so(n) and sp(n)sp(n).

2005-05-16abs ↗pdf ↗

Study of para-Ricci-like solitons on specific Riemannian manifolds.

problem Characterizing para-Ricci-like solitons on para-Sasaki-like Riemannian ΠΠ-manifolds.
method Introduced and studied para-Ricci-like solitons with arbitrary potential. Proved properties of Ricci tensor and scalar curvatures.
result Ricci tensor is a constant multiple of the vertical component of both metrics, leading to equal and constant scalar curvatures.

New threading method for spacetime with arbitrary timelike vector fields.

problem Developing a new approach to threading spacetime with arbitrary timelike vector fields.
method Spatial tensor fields and Riemannian spatial connection abla abla^{\star}, leading to new formulas for Ricci tensor and kinematic quantities.
result New formulas for local components of the Ricci tensor field and time covariant derivatives of kinematic quantities.

We determine the space of algebraic pseudo-Hermitian Kähler-Weyl curvature tensors and the space of para-Hermitian Kähler-Weyl curvature tensors in dimension 4 and show that every algebraic possibility is geometrically realizable. We establish the Gray identity for pseudo-Hermitian Weyl manifolds and for para-Hermitian…

2011-09-21abs ↗pdf ↗

Let (X, g) be an arbitrary pseudo-riemannian manifold. A celebrated result by Lovelock gives an explicit description of all second-order natural (0,2)-tensors on X, that satisfy the conditions of being symmetric and divergence-free. Apart from the dual metric, the Einstein tensor of g is the simplest example. In this p…

2010-05-13abs ↗pdf ↗

A rank-n tensor on a Lorentzian manifold V whose contraction with n arbitrary causal future directed vectors is non-negative is said to have the dominant property. These tensors, up to sign, are called causal tensors, and we determine their general properties in dimension N. We prove that rank-2 tensors which map the n…

2001-04-26abs ↗pdf ↗

On Hermitian manifolds, the second Ricci curvature tensors of various metric connections are closely related to the geometry of Hermitian manifolds. By refining the Bochner formulas for any Hermitian complex vector bundle (Riemannain real vector bundle) with an arbitrary metric connection over a compact Hermitian manif…

2010-10-31abs ↗pdf ↗

This paper deals with the problem of describing the vector spaces of divergence-free, natural tensors on a pseudo-Riemannian manifold that are second-order; i.e., that are defined using only second derivatives of the metric. The main result establishes isomorphisms between these spaces and certain spaces of tensors (at…

2013-06-18abs ↗pdf ↗

New classification of hyperbolic Monge-Ampère systems with S1=0{S}_1 = 0.

problem Characterizing hyperbolic Monge-Ampère systems with S1=0{S}_1 = 0.
method Analyzing invariant tensors S1{S}_1 and S2{S}_2 to classify systems with S1=0{S}_1 = 0.
result All S1=0S_1=0 systems with cohomogeneity at most one are linear up to contact transformations.

A symmetric tensor field on a Riemannian manifold is called Killing field if the symmetric part of its covariant derivative is equal to zero. There is a one to one correspondence between Killing tensor fields and first integrals of the geodesic flow which depend polynomially on the velocity. Therefore Killing tensor fi…

2014-11-18abs ↗pdf ↗

Generalizes quantum integrability to all signatures for projectively equivalent metrics.

problem Quantum integrability for Beltrami-Laplace operators across various signatures.
method Shows that Killing tensors constructed from projectively equivalent metrics correspond to commuting differential operators.
result Quantum integrability for Beltrami-Laplace operators is established for all signatures.

The paper revisits Bianchi identities for Riemann and Weyl tensors using advanced algebraic analysis.

problem Proving Bianchi identities for Riemann and Weyl tensors in arbitrary dimensions.
method Using Spencer cohomology and differential systems, the paper proves Bianchi identities for Riemann and Weyl tensors in arbitrary dimensions.
result The paper discovers that the number of generating Bianchi identities for the Weyl tensor varies depending on the dimension, with 9 second-order identities in n=4 and 5 third-order identities in n=3.

The fundamental tool in the classification of orthogonal coordinate systems in which the Hamilton-Jacobi and other prominent equations can be solved by a separation of variables are second order Killing tensors which satisfy the Nijenhuis integrability conditions. The latter are a system of three non-linear partial dif…

2015-02-26abs ↗pdf ↗

Local invertibility of higher rank tensor fields on curved manifolds proven.

problem Local invertibility of geodesic ray transform on tensor fields of rank four.
method Proved local invertibility up to potential fields on Riemannian manifolds with strictly convex boundary.
result Local invertibility of tensor fields of rank four on curved manifolds proven.

T-Basis represents neural network tensors with fewer parameters.

problem Efficiently representing neural network tensors with fewer parameters.
method T-Basis uses Tensor Rings to represent tensors in a neural network, parameterizing them with a small number of coefficients.
result T-Basis achieves high compression rates with minimal performance loss.