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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.

168,695 papers · 148 categories

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3577141,0701,427 · Jun 202019922001200920172026
48 results for homogeneous models

Study identifies subvarieties of projective varieties mapping to models.

problem Understanding mappings of subvarieties to models on projective varieties.
method Analyzes smooth projective varieties with holomorphic locally homogeneous structures.
result Determines all subvarieties mapping to the model.

We study a family of 3-dimensional Lorentz manifolds. Some members of the family are 0-curvature homogeneous, 1-affine curvature homogeneous, but not 1-curvature homogeneous. Some are 1-curvature homogeneous but not 2-curvature homogeneous. All are 0-modeled on indecomposible local symmetric spaces. Some of the members…

2005-04-08abs ↗pdf ↗

A new model corrects inhomogeneity in Optimal Transport with Boundary.

problem Inhomogeneity in UROT models for Optimal Transport with Boundary.
method Proposed a modified entropic regularization term to make UROT models homogeneous.
result Homogeneous UROT model preserves properties of standard UROT while correcting inhomogeneity.

This work analyzes the maximum-margin bias in quasi-homogeneous neural networks.

problem Analyzing the maximum-margin bias in quasi-homogeneous neural networks.
method Geometric analysis of gradient dynamics for quasi-homogeneous models.
result Gradient flow implicitly favors a subset of parameters, leading to asymmetric norm minimization.

A Riemannian manifold is called Weyl homogeneous, if its Weyl tensors at any two points are "the same", up to a positive multiple. A Weyl homogeneous manifold is modeled on a homogeneous space M0M_0, if its Weyl tensor at every point is "the same" as the Weyl tensor of M0M_0, up to a positive multiple. We prove that a …

2009-12-30abs ↗pdf ↗

Researchers discover all affinely homogeneous models for surfaces in 4D space.

problem Identifying all affinely homogeneous models for surfaces in 4D space.
method Improved power series method of equivalence, capturing invariants at the origin, creating branches, and infinitesimalizing calculations.
result Find several inequivalent terminal branches yielding each to some nonempty moduli space of homogeneous models.

We exhibit 3 families of complete curvature homogeneous pseudo-Riemannian manifolds which are modeled on irreducible symmetric spaces and which are not locally homogeneous. All of the manifolds have nilpotent Jacobi operators; some of the manifolds are, in addition, Jordan Osserman and Jordan Ivanov-Petrova.

2004-02-17abs ↗pdf ↗

Mathematically, a homothetic function is a function of the form f(x)=F(h(x1,...,xn))f({\bf x})=F(h(x_1,...,x_n)), where hh is a homogeneous function of any degree d0d\ne 0 and FF is a monotonically increasing function. In economics homothetic functions are production functions whose marginal technical rate of substitution is homogeneo…

2013-07-01abs ↗pdf ↗

Bi-directional Curriculum Learning improves graph anomaly detection by considering both homogeneity and heterogeneity.

problem Existing graph anomaly detection methods often ignore the different contributions of nodes to training.
method Introduces Bi-directional Curriculum Learning (BCL) to optimize GAD methods by considering both homogeneity and heterogeneity of nodes.
result Extensive experiments show that BCL significantly improves the performance of GAD anomaly detection models.

We study the isometry groups and Killing vector fields of a family of pseudo-Riemannian metrics on Euclidean space which have neutral signature (3+2p,3+2p). All are p+2 curvature homogeneous, all have vanishing Weyl scalar invariants, all are geodesically complete, and all are 0-curvature modeled on an indecomposible s…

2005-05-27abs ↗pdf ↗

Classifies homogeneous CR hypersurfaces in low dimensions with maximal symmetry.

problem Classifying CR hypersurfaces with maximal symmetry in low dimensions.
method Introduced modified CR symbols to organize local invariants, classified hypersurfaces through modified symbols, and used Lie group structures.
result Found nine model structures among locally homogeneous 2-nondegenerate hypersurfaces in C4\mathbb{C}^4.

New insights into continual learning for deep models, showing convergence issues but local linear solutions.

problem Challenges in continual learning for homogeneous deep models.
method Sequential projections onto task margin sets, leveraging nonconvex projection theory.
result Local linear convergence under certain conditions for homogeneous deep networks.

Study shows momentum-based optimizers like Muon and MomentumGD bias towards KKT points in smooth homogeneous models.

problem Understanding the implicit bias of momentum-based optimizers on smooth homogeneous models.
method Analysis of Muon, MomentumGD, Signum, and Adam optimizers under decaying learning rate schedules.
result Momentum-based optimizers approximate steepest descent trajectories and bias towards KKT points of margin maximization problems.

We exhibit a family of generalized plane wave manifolds of signature (2,2). The geodesics in these manifolds extend for infinite time (i.e. they are complete), they are spacelike and timelike Jordan Osserman, and they are spacelike and timelike Jordan Ivanov-Petrova. Some are irreducible symmetric spaces. Some are homo…

2004-08-23abs ↗pdf ↗

Recently, it is shown that each regular homogeneous Finsler space MM admits at least one homogeneous geodesic through any point oMo\in M. The purpose of this article is to study the existence of homogeneous geodesics on singular homogeneous (α,β)(α,β)-spaces, specially, homogeneous Kropina spaces. We show that any homoge…

2017-10-06abs ↗pdf ↗

GCNNs on homogeneous spaces use vector bundles and Hilbert spaces.

problem Learning data on homogeneous spaces with global symmetry.
method Analysis of GG-equivariant convolutional layers on homogeneous G/KG/K spaces, using vector bundles and reproducing kernel Hilbert spaces.
result A precise criterion for expressing GG-equivariant layers as convolutional layers, leading to stronger results for some groups.

In this paper, we study homogeneous geodesics in homogeneous Finsler spaces. We first give a simple criterion that characterizes geodesic vectors. We show that the geodesics on a Lie group, relative to a bi-invariant Finsler metric, are the cosets of the one-parameter subgroups. The existence of infinitely many homogen…

2007-06-24abs ↗pdf ↗

No non-product Hessian rank 1 affine homogeneous hypersurfaces exist in dimensions 5 and above.

problem Identifying non-product Hessian rank 1 affine homogeneous hypersurfaces in higher dimensions.
method Developed a normal form for hypersurfaces under the affine group, up to order ≤ n+5, in any dimension n ≥ 2.
result Non-existence of non-product Hessian rank 1 affine homogeneous hypersurfaces in dimensions 5 and above.

The paper constructs CR manifolds with arbitrary Levi nondegeneracy.

problem Creating CR manifolds with specific Levi nondegeneracy properties.
method Using CRCR algebras from su(2)\mathfrak{su}(2) representations, studying iterated Levi forms, and local model equations.
result Explicit construction and analysis of homogeneous CR manifolds with arbitrary Levi nondegeneracy.

Study classifies moduli spaces of spin connections on 3D homogeneous spaces.

problem Classifying moduli spaces of spin connections on 3D homogeneous spaces.
method Analysis of the topology of moduli spaces, focusing on finite-dimensional topological manifolds with trivial homotopy groups.
result Moduli spaces are finite-dimensional topological manifolds with trivial homotopy groups, essential for consistent cosmological models.

We prove that the Penrose limit of a spacetime along a homogeneous geodesic is a homogeneous plane wave spacetime and that the Penrose limit of a reductive homogeneous spacetime along a homogeneous geodesic is a Cahen--Wallach space. We then consider several homogenous examples to show that these results are indeed sha…

2004-05-26abs ↗pdf ↗

In this article we study homogeneous warped product Einstein metrics and its connections with homogeneous Ricci solitons. We show that homogeneous (λ,n+m)(λ,n+m)-Einstein manifolds (which are the bases of homogeneous warped product Einstein metrics) are one-dimensional extensions of algebraic solitons. This answers a questi…

2014-03-19abs ↗pdf ↗

This study explains how adversarial interaction creates non-homogeneous patterns using a pseudo-Reaction-Diffusion model.

problem Understanding how adversarial interaction leads to non-homogeneous patterns in systems.
method Developed a pseudo-Reaction-Diffusion model to explain the mechanism.
result Turing instability is involved in creating non-homogeneous patterns.