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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.

169,291 papers · 148 categories

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195390584779 · Jun 202019922001200920182026
48 results for weight space smoothing

Proposes smoothing input and weight spaces for semi-supervised learning.

problem Improving semi-supervised learning performance with minimal data augmentation.
method Combines input-space and weight-space smoothing through adversarial optimization.
result Achieves comparable performance to state-of-the-art without heavy data augmentation.

We propose a definition of the weighted σkσ_k-curvature of a smooth metric measure space and justify it in two ways. First, we show that the weighted σkσ_k-curvature prescription problem is governed by a fully nonlinear second order elliptic PDE which is variational when k=1,2k=1,2 or the smooth metric measure space is lo…

2016-08-04abs ↗pdf ↗

Unified positive mass theorem and Dirac operator study on weighted manifolds.

problem Establishing a unified positive mass theorem for weighted manifolds and smooth metric measure spaces.
method Analyzing Dirac operators on warped product manifolds and applying results to the positive mass theorem.
result Equivalence of weighted positive mass theorem to usual positive mass theorem.

Smooth superspace with special weights has a Fubini-Study form.

problem Describing a new smooth superspace with a special structure.
method Construction of weighted projective superspace and description of its structure.
result Smooth superspace with weights +1,1+1, -1 has an analog of the Fubini-Study form.

Generalizes Escobar-Riemann mapping problem for smooth metric measure spaces.

problem Finding a function that attains the Escobar weighted constant.
method Introducing Escobar quotient, infimum, and resolving the problem when the weighted constant is negative.
result Obtained an Aubin type inequality connecting weighted Escobar constant and optimal constant for trace inequality.

Classifies smooth metric measure spaces with two weighted Einstein representatives.

problem Classifying smooth metric measure spaces with specific weighted Einstein properties.
method Local and global classification using Einstein and quasi-Einstein warped products.
result Global classification result for complete manifolds, showing specific types of manifolds.

The weighted Yamabe flow converges on smooth metric measure spaces.

problem Analyzing convergence of the weighted Yamabe flow on metric measure spaces.
method Introduced the weighted Yamabe flow and proved its long-time existence and convergence under certain conditions.
result Long-time existence and convergence of the weighted Yamabe flow on smooth metric measure spaces.

New conditions for weighted composition operators in group homomorphisms.

problem Conditions for weighted composition operators in group homomorphisms.
method Range decreasing group homomorphisms.
result New insights into weighted composition operators and their algebraic structure.

The study counts periodic orbits on smooth manifolds, adding ghost orbits for completeness.

problem Counting periodic orbits of vector fields on smooth closed manifolds.
method Enlarging the space of orbits to include ghost orbits, defining weight functions, and showing constancy under deformation.
result The weight function remains constant as the vector field moves and ΓΓ deforms.

Kähler information manifolds for signal filters in weighted Hardy spaces are explored.

problem Developing a geometric framework for signal processing filters in weighted Hardy spaces.
method Introducing weighted Hardy spaces and smooth transformations of transfer functions, demonstrating the Kähler manifold structure.
result The Riemannian geometry of weighted Hardy norms for transfer functions forms a Kähler manifold.

Study on deformation of weighted scalar curvature, proving geometric results and stability.

problem Deformation of weighted scalar curvature and related geometric properties.
method Linearization of weighted scalar curvature, studying kernel of formal adjoint.
result Definition and study of weighted vacuum static spaces, stability results on flat spaces.

The paper provides gradient estimates for nonlinear heat-type equations on smooth metric measure spaces.

problem Proving gradient estimates for nonlinear heat-type equations on smooth metric measure spaces.
method Using Hamilton type and Li-Yau type estimates, the paper proves gradient estimates on positive solutions to generalized nonlinear parabolic equations on smooth metric measure spaces with compact boundary.
result Gradient estimates for nonlinear heat-type equations on smooth metric measure spaces.

We describe and partially solve a natural Yamabe-type problem on smooth metric measure spaces which interpolates between the Yamabe problem and the problem of finding minimizers for Perelman's νν-entropy. This problem reduces in all dimensions on Euclidean space to the characterization of the minimizers of the family …

2013-06-18abs ↗pdf ↗

We study the behavior under Gromov-Hausdorff convergence of the spectrum of weighted $\barpartial$-Laplacian on compact Kähler manifolds. This situation typically occurs for a sequence of Fano manifolds with anticanonical Kähler class. We apply it to show that, if an almost smooth Fano-Ricci limit space admits a Kähler…

2015-09-13abs ↗pdf ↗

The paper investigates how neural network weights evolve to monitor training progress.

problem Monitoring the training progress of neural networks in a cost-effective manner.
method Investigates the evolution of neural network weights in weight space.
result DNN models evolve on unique, smooth trajectories in weight space that can be used to track training progress.

We consider a complete noncompact smooth metric measure space (Mn,g,efdv)(M^n,g,e^{-f} dv) and the associated drifting Laplacian. We find sufficient conditions on the geometry of the space so that every nonnegative ff-subharmonic function with bounded weighted L1L^1 norm is constant.

2014-02-25abs ↗pdf ↗

This work is a continuation of the former paper in which principal bundles are given by compact spin toric manifolds and compact connected semisimple Lie groups. In this paper, ambient manifolds are assumed to be compact toric manifolds and Lie groups are compact connected. The main result is that locally smooth manifo…

2007-03-06abs ↗pdf ↗

There are 2^n possible resolutions of a smooth pseudodiagram with n precrossings. If we consider piecewise-linear (PL) pseudodiagrams and resolutions that themselves are PL, certain resolutions of the pseudodiagram may not exist in three-space. We investigate this situation and its impact on the weighted resolution set…

2013-08-30abs ↗pdf ↗

Study isotropic solutions in smooth metric measure spaces with vacuum Einstein equations.

problem Investigate isotropic solutions in smooth metric measure spaces under vacuum Einstein field equations.
method Define a weighted Einstein tensor and associated vacuum field equations. Analyze solutions for different spacetime types.
result Isotropic solutions have nilpotent Ricci operator and specific forms in 2- and 3-step nilpotent manifolds.

Let ΩΩ be an open half-space or slab in Rn+1\mathbb{R}^{n+1} endowed with a perturbation of the Gaussian measure of the form f(p):=exp(ω(p)cp2)f(p):=\exp(ω(p)-c|p|^2), where c>0c>0 and ωω is a smooth concave function depending only on the signed distance from the linear hyperplane parallel to Ω\partialΩ. In this work we follow a varia…

2014-03-18abs ↗pdf ↗

Study nonnegative solutions on Riemannian manifolds using fractional porous medium equation.

problem Analyzing solutions to fractional porous medium equation on noncompact Riemannian manifolds.
method Existence and smoothing estimates for weak solutions in L1L^1 and weighted spaces.
result Results hold for Euclidean and hyperbolic spaces, including larger data classes.

Study connects weighted isoperimetric problems to nonlocal elliptic operator extensions.

problem Sharp inequalities for weighted Poisson integrals and their extremizers.
method Formulates variational problem on conformal metric measure space.
result Sharp inequalities are linked to variational problem on CCE manifolds.

Finite-time extinction and smoothing effects in fractional fast diffusion on manifolds.

problem Finite-time extinction and smoothing effects in fractional fast diffusion equations.
method Nonlinear semigroups techniques, weighted LpL^p spaces, fractional Green function.
result Sharp extinction rates and pointwise lower bounds for solutions.

Study vanishing and splitting results on metric measure spaces with specific curvature bounds.

problem Analyzing vanishing and splitting properties on metric measure spaces with negative Bakry-Émery-Ricci curvature bounds.
method Examining various negative mm-Bakry-Émery-Ricci curvature lower bounds and first spectrum of the weighted Laplacian.
result Extensions and generalizations of existing results on vanishing and splitting properties.

The paper proves gradient estimates for nonlinear parabolic equations on smooth metric measure spaces.

problem Proving gradient estimates for nonlinear parabolic equations on smooth metric measure spaces.
method Using Souplet-Zhang type estimates and properties of Bakry-Emery Ricci tensor and weighted mean curvature.
result Gradient estimates for nonlinear parabolic equations on smooth metric measure spaces with Dirichlet boundary condition.

The paper shows how random ReLU networks converge to smooth splines.

problem Understanding the behavior of shallow ReLU neural networks with random weights.
method Mathematical analysis of L2-regularized regression and gradient descent.
result Random ReLU networks converge to smooth splines as the number of hidden nodes increases.

We compute the index of the real Cauchy-Riemann operator defined in FJRW theory in case of the smooth metric. For the cylindrical metric, we study the relation between the index of the linearized operator of Witten map and weights in weighted Sobolev space.

2012-10-23abs ↗pdf ↗

New inequalities for convex hypersurfaces in various spaces.

problem Deriving inequalities for hypersurfaces under convex weight.
method Sharp weighted Alexandrov-Fenchel and Minkowski inequalities for smooth, closed hypersurfaces in Euclidean, spherical, and hyperbolic spaces.
result Incorporates convex, non-decreasing positive functions as weights, yielding a broad family of geometric inequalities.

This paper develops a new theory for ensemble learning beyond variance reduction.

problem Ensemble learning's effectiveness for stable estimators is not fully explained by variance reduction.
method Develops a general weighting theory for ensemble learning, formalizing ensembles as linear operators and introducing geometric and spectral constraints.
result Structured weights can outperform uniform averaging by reshaping approximation geometry and redistributing spectral complexity.

Let (Mn+1,g,efdμ)(M^{n+1},g,e^{-f}dμ) be a complete smooth metric measure space with 2n62\leq n\leq 6 and Bakry-Émery Ricci curvature bounded below by a positive constant. We prove a smooth compactness theorem for the space of complete embedded ff-minimal hypersurfaces in MM with uniform upper bounds on ff-index and weighted vo…

2015-03-06abs ↗pdf ↗