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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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79158237316 · Jun 202019922001200920172026
48 results for convex embeddings

Randomized Geometric Algebra for Convex Neural Networks Optimizes Transfer Learning.

problem Training neural networks to global optimality via convex optimization.
method Randomized algorithms in Clifford's Geometric Algebra for hypercomplex vector spaces.
result Convex optimization and geometric algebra improve LLMs' robustness and reliability in transfer learning.

The study establishes curvature estimates and convexity for a specific type of minimal surfaces.

problem Curvature estimates and convexity for a particular class of minimal surfaces.
method Compactness argument and curvature estimates for a family of surfaces.
result Characterization of convexity for properly embedded minimal surfaces with specific curvature conditions.

Investigates neural codes and their embeddings, proving conjectures and introducing new code types.

problem Analyzing neural codes and their embedding dimensions.
method Combinatorial, topological, and algebraic analysis; proving conjectures; introducing new neural code types.
result Proves conjectures about neural codes and their embeddings, introduces new code types.

The study proves the existence of free boundary minimal disks in convex regions.

problem Proving the existence of free boundary minimal disks in convex regions.
method Based on a multiplicity-one theorem for the free boundary Simon-Smith min-max theory.
result Existence of at least three embedded free boundary minimal disks in strictly convex domains with nonnegative Ricci curvature.

The paper proves the existence and properties of geodesics on convex surfaces.

problem Existence and properties of geodesics on convex surfaces with free boundaries.
method Free boundary curve shortening flow on closed surfaces with strictly convex boundary.
result Existence of two free boundary embedded geodesics and geodesics with Morse Index 1 and 2.

We show that any infinite order element gg of a virtually cyclic hyperbolically embedded subgroup of a group GG is Morse, that is to say any quasi-geodesic connecting points in the cyclic group CC generated by gg stays close to CC. This answers a question of Dahmani-Guirardel-Osin. What is more, we show that hyper…

2013-10-29abs ↗pdf ↗

In this short article we investigate the topology of the moduli space of two-convex embedded tori Sn1×S1Rn+1S^{n-1}\times S^1\subset \mathbb{R}^{n+1}. We prove that for n3n \geq 3 this moduli space is path-connected, and that for n=2n = 2 the connected components of the moduli space are in bijective correspondence with the knot…

2017-03-06abs ↗pdf ↗

Convex surfaces derived from specific Riemannian manifolds with high regularity.

problem Proving convexity of surfaces derived from Riemannian manifolds.
method Analyzing solutions to the very weak Monge-Ampère equation.
result Proved convexity of weakly regular surfaces with nonnegative intrinsic curvature.

We prove that the moduli space of 2-convex embedded n-spheres in R^{n+1} is path-connected for every n. Our proof uses mean curvature flow with surgery and can be seen as an extrinsic analog to Marques' influential proof of the path-connectedness of the moduli space of positive scalar curvature metics on three-manifold…

2016-07-19abs ↗pdf ↗

We explore several families of flip-graphs, all related to polygons or punctured polygons. In particular, we consider the topological flip-graphs of once-punctured polygons which, in turn, contain all possible geometric flip-graphs of polygons with a marked point as embedded sub-graphs. Our main focus is on the geometr…

2016-02-15abs ↗pdf ↗

The paper constructs λλ-hypersurfaces for λ>0λ>0 and λ<0λ<0.

problem Exploring λλ-hypersurfaces in different λλ-values and their properties.
method Constructing complete embedded and non-convex λλ-hypersurfaces diffeomorphic to a cylinder and doughnut-shaped.
result For λ>0λ>0, complete embedded and non-convex λλ-hypersurfaces are constructed, diffeomorphic to a cylinder.

Compact Special Weingarten surfaces with planar convex boundaries are disks.

problem Characterizing Special Weingarten surfaces with specific boundary conditions.
method Proved a Ros-Rosenberg theorem in the context of Special Weingarten surfaces.
result Compact Special Weingarten surfaces with planar convex boundaries are topological disks.

We prove a lower bound for the first Steklov eigenvalue of embedded minimal hypersurfaces with free boundary in a compact nn-dimensional manifold which has nonnegative Ricci curvature and strictly convex boundary. When n=3n=3, this implies apriori area and curvature estimates for these minimal surfaces in terms of the …

2012-04-27abs ↗pdf ↗

In spaces of nonpositive curvature the existence of isometrically embedded flat (hyper)planes is often granted by apparently weaker conditions on large scales. We show that some such results remain valid for metric spaces with non-unique geodesic segments under suitable convexity assumptions on the distance function al…

2015-08-11abs ↗pdf ↗

We prove the convexity estimates of Huisken-Sinestrari for finite-time singularities of mean-convex, mean curvature flow with free boundary in a barrier SS. Here SS can be any properly embedded, oriented surface in Rn+1R^{n+1} of bounded geometry. We also give an alternative proof that convex mean curvature flows with …

2014-11-14abs ↗pdf ↗

In this paper, we propose a verified numerical method for obtaining a sharp inclusion of the best constant for the embedding H01(Ω)Lp(Ω)H_{0}^{1}(Ω) \hookrightarrow L^{p}(Ω) on bounded convex domain in R2\mathbb{R}^{2}. We estimate the best constant by computing the corresponding extremal function using a verified numerical com…

2015-03-18abs ↗pdf ↗

Study of groups and their quasi-isometrically embedded subgroups.

problem Understanding the structure and properties of groups and their subgroups.
method Abstracting the notion of A/QI triples and using methods from geometric group theory.
result Stability of quasi-isometrically embedded subgroups in finitely generated groups.

Paper proposes a new clustering model that preserves cluster recovery with fewer dimensions.

problem Clustering high-dimensional data with limited embedding dimensions.
method Randomly projected convex clustering model with improved embedding dimension.
result Cluster recovery can be preserved with fewer dimensions, independent of data points.

The success of machine learning methods heavily relies on having an appropriate representation for data at hand. Traditionally, machine learning approaches relied on user-defined heuristics to extract features encoding structural information about data. However, recently there has been a surge in approaches that learn …

2018-10-25abs ↗pdf ↗

We show that if C is a simple closed curve bounding an embedded disk in a closed 3-manifold M, then there exists a disk D in M with boundary C such that D minimizes the area among the embedded disks with boundary C. Moreover, D is smooth, minimal and embedded everywhere except where the boundary C meets the interior of…

2010-05-11abs ↗pdf ↗

The paper explores trading off consistency and dimensionality in convex surrogates for multiclass classification.

problem Designing consistent surrogate losses for multiclass classification with high-dimensional outcomes.
method Investigates embedding outcomes into convex polytopes and examining consistency under low-noise assumptions.
result Consistency can be achieved with less than n1n-1 dimensions, but hallucination occurs for some distributions.