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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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9.5%18.9%28.4%37.8% · May 201919922001200920182026
48 results for shrinking networks

We consider convex symmetric lens-shaped networks in R^2 that evolve under curve shortening flow. We show that the enclosed convex domain shrinks to a point in finite time. Furthermore, after appropriate rescaling the evolving networks converge to a self-similarly shrinking network, which we prove to be unique in an ap…

2007-11-07abs ↗pdf ↗

Study hexagonal network evolution under curvature flow.

problem Understanding hexagonal network evolution under curvature flow.
method Proved local existence of classical solutions and classified homothetically shrinking solutions.
result Provided an example of network shrinking to a segment with multiplicity two.

MorphNet automates neural network structure design for resource constraints.

problem Designing efficient neural network structures for resource-limited devices.
method Iteratively shrinks and expands networks using resource-weighted sparsifying regularizers and uniform multiplicative factors.
result Discover novel structures that improve performance while respecting resource constraints.

Hidden cost: Smoothing shrinks decision boundaries, affecting class-wise accuracy.

problem The fragility of machine learning models and the need for robustness verification.
method Randomized smoothing approach to achieve statistical robustness.
result Smoothed classifiers' decision boundaries shrink, leading to class-wise accuracy disparity.

In this paper, we classify n-dimensional (n>3) complete Bach-flat gradient shrinking Ricci solitons. More precisely, we prove that any 4-dimensional Bach-flat gradient shrinking Ricci soliton is either Einstein, or locally conformally flat hence a finite quotient of the Gaussian shrinking soliton R4R^4 or the round cyl…

2011-05-16abs ↗pdf ↗

The study shows no non-constant positive ff-harmonic functions on complete gradient shrinking Ricci solitons.

problem Existence of non-constant positive ff-harmonic functions on gradient shrinking Ricci solitons.
method Proved the non-existence of non-constant positive ff-harmonic functions using Liouville-type theorems.
result No non-constant positive ff-harmonic functions on complete gradient shrinking Ricci solitons.

R2D2-Net improves Bayesian neural networks by preventing over-shrinkage of important weights.

problem Bayesian neural networks struggle with choosing appropriate priors, leading to over-shrinkage or poor predictive performance.
method Proposes R2D2-Net with an R^2-induced Dirichlet Decomposition prior and variational Gibbs inference algorithm.
result R2D2-Net effectively shrinks irrelevant coefficients while preventing key features from over-shrinkage.

Sharp Li-Yau equality proven for shrinking Ricci solitons without curvature assumptions.

problem Classifying shrinking Ricci solitons without curvature or volume restrictions.
method Proving the sharp Li-Yau equality for conjugate heat kernel on shrinking Ricci solitons.
result Several estimates and classification of four-dimensional, non-compact shrinking Ricci solitons.

Compact shrinking solitons with positive curvature are proven to be compact.

problem Characterizing shrinking gradient Kähler-Ricci solitons with specific curvature properties.
method Analyzing properties of complete shrinking gradient Kähler-Ricci solitons with nonnegative orthogonal bisectional curvature.
result Compact shrinking solitons with positive curvature are proven to be compact.

We prove the following: Let (M,g,X) be a noncompact four dimensional shrinking soliton with bounded nonnegative curvature operator, then (M,g) is isometric to R^4 or a finite quotient of S^2xR^2 or S^3xR. In the process we also show that a complete shrinking soliton (M,g,X) with bounded curvature is gradient and k-nonc…

2007-10-30abs ↗pdf ↗

Compact shrinking Kähler-Ricci solitons with positive curvature are proven to be finite.

problem Characterizing shrinking Kähler-Ricci solitons with positive bisectional curvature.
method Alternative proof using Munteanu and Wang's argument.
result Compactness of shrinking gradient Kähler-Ricci solitons with positive bisectional curvature.

Complete shrinking soliton found on a specific complex surface.

problem Classifying complete shrinking gradient Kähler-Ricci solitons in two complex dimensions.
method Proved existence of a unique soliton with bounded scalar curvature on a specific blowup.
result Complete classification of such solitons in two complex dimensions.

New findings on shrinking solitons with positive isotropic curvature.

problem Characterizing shrinking solitons with positive isotropic curvature.
method Analyzing properties of gradient shrinking solitons in dimensions 5 and above.
result Non-flat complete shrinking solitons with positive isotropic curvature are quotients of the round sphere or the cylinder.

The paper proves various inequalities on gradient shrinking Ricci solitons.

problem Understanding geometric inequalities on gradient shrinking Ricci solitons.
method Proving multiple inequalities equivalent on complete gradient shrinking Ricci solitons.
result Various inequalities (Sobolev, logarithmic Sobolev, Schrödinger, etc.) are equivalent on gradient shrinking Ricci solitons.

Let (Y,d)(Y,d) be a Gromov-Hausdorff limit of closed shrinking Ricci solitons with uniformly upper bounded diameter and lower bounded volume. We prove that off a closed subset of codimension at least 2, YY is a smooth manifold satisfying a shrinking Ricci soliton equation.

2009-09-12abs ↗pdf ↗

The paper studies geometric properties of self-shrinkers in shrinking Ricci solitons.

problem Understanding geometric properties of self-shrinkers in specific geometric settings.
method Proved spectral properties of drifted Laplacian and used them to derive geometric properties.
result Described domains in the ambient space that cannot contain self-shrinkers.

Sharp Gaussian bounds derived for Schrödinger kernel on Ricci solitons.

problem Analyzing Schrödinger heat kernel on gradient shrinking Ricci solitons.
method Deriving sharp Gaussian upper bounds for the Schrödinger heat kernel.
result Sharp upper and lower bounds for eigenvalues of the Schrödinger operator.

Rigidity theorem for convex solutions to Hessian quotient flows.

problem Proving rigidity of convex solutions to Hessian quotient flows.
method Analyzing entire smooth strictly convex self-shrinking solutions on Rn\mathbb{R}^n.
result All entire smooth strictly convex self-shrinking solutions to Hessian quotient flows are quadratic.

The study proves rotationally symmetric property of certain shrinking gradient Yamabe solitons.

problem Understanding the rotational symmetry of specific shrinking gradient Yamabe solitons.
method Analyzing nontrivial complete shrinking gradient Yamabe solitons with bounded scalar curvature.
result The assumption of bounded scalar curvature and strict inequality at some point is necessary and sufficient for rotational symmetry.

The paper proves manifold isometries for certain gradient Ricci solitons.

problem Characterizing isometry of gradient shrinking Ricci solitons.
method Analyzing volume growth, scalar curvature, and potential function subharmonicity.
result Gradient shrinking Ricci solitons with specific properties are isometric to spheres or other specific manifolds.

The study examines constant weighted mean curvature hypersurfaces in shrinking Ricci solitons.

problem Characterizing constant weighted mean curvature hypersurfaces in shrinking Ricci solitons.
method Analyzing properties of hypersurfaces in specific ambient spaces (shrinking Ricci solitons).
result Conditions for a constant weighted mean curvature hypersurface to be a level set of the potential function.

The study examines four-dimensional gradient Ricci solitons and their properties.

problem Characterizing four-dimensional complete gradient shrinking Ricci solitons.
method Proving properties and providing curvature estimates for solitons under specific conditions.
result Conditions for four-dimensional complete gradient shrinking Ricci solitons.

Undergraduate thesis explores topological barriers to compact Ricci solitons in 4D.

problem Finding topological obstructions to compact gradient shrinking Ricci solitons in dimension four.
method Discussion of background material, introduction of new problem, exploration of limitations of current results.
result Introduction of new problem and limitations of current results in extending Hitchin-Thorpe inequality.

It is shown that the diameter of a compact shrinking Ricci soliton has a universal lower bound. This is proved by extending universal estimates for the first non-zero eigenvalue of Laplacian on compact Riemannian manifolds with lower Ricci curvature bound to a twisted Laplacian on compact shrinking Ricci solitons.

2010-07-11abs ↗pdf ↗

5D shrinking Ricci solitons with constant scalar curvature are rigid.

problem Characterizing 5D shrinking gradient Ricci solitons with constant scalar curvature.
method Proving rigidity by showing they are finite quotients of a known space.
result 5D shrinking gradient Ricci solitons with constant scalar curvature are rigid.