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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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48 results for Directed Connectivity

Study finds central points of double heptagon surface are not connection points.

problem Identifying connection points on double heptagon translation surfaces.
method Used a gcd algorithm to determine hyperbolic directions and found non-connection points.
result Central points of heptagons are not connection points on double heptagon translation surfaces.

Motivated by the study of billiards in polygons, we prove fine results for the distribution of gaps of directions of saddle connections on translation surfaces. As an application we prove that for almost every holomorphic differential ωω on a Riemann surface of genus g2g \geq 2 the smallest gap between saddle connecti…

2010-12-20abs ↗pdf ↗

DCGANs generate drainage networks quickly from samples.

problem High computational costs in generating large numbers of drainage networks.
method DCGANs trained with connectivity-informed directional information.
result Connectivity-informed DCGANs outperform other methods in reproducing accurate drainage networks.

Interneurons improve learning in neural networks by accelerating convergence.

problem Rapid adaptation to changing input statistics in neural networks.
method Two mathematically tractable recurrent linear neural networks were compared: one with direct recurrent connections and the other with interneurons that mediate recurrent communication.
result The network with interneurons converges more quickly than the network with direct recurrent connections, scaling logarithmically with initialization spectrum.

Researchers compute gap distributions for saddle connection directions on specific translation surfaces.

problem Computing gap distributions for saddle connection directions on translation surfaces.
method Translation to dynamical question of return times to a transversal under the horocycle flow.
result Gap distributions have support at 0 and quadratic tail decay.

Geometric quantization often produces not one Hilbert space to represent the quantum states of a classical system but a whole family HsH_s of Hilbert spaces, and the question arises if the spaces HsH_s are canonically isomorphic. [ADW] and [Hi] suggest to view HsH_s as fibers of a Hilbert bundle HH, introduce a connec…

2010-04-27abs ↗pdf ↗

A directed curve is a possibly singular curve with well-defined tangent lines along the curve. Then the tangent surface to a directed curve is naturally defined as the ruled surface by tangent geodesics to the curve, whenever any affine connection is endowed with the ambient space. In this paper the local diffeomorphis…

2016-07-29abs ↗pdf ↗

The purpose of this expository paper is to present new directions in the classical Nielsen-Reidemeister fixed point theory. We describe twisted Burnside-Frobenius theorem, groups with RR_\infty \emph{property} and a connection between Nielsen fixed point theory and symplectic Floer homology.

2007-12-17abs ↗pdf ↗

New method clusters directed and undirected graphs without losing directional information.

problem Clustering directed graphs due to asymmetry in edge connectivity.
method Generalized Dirichlet Energy (GDE) and generalized spectral clustering (GSC).
result GSC outperforms existing methods in clustering accuracy and robustness.

We prove the Farrell-Jones Conjecture for (non-connective) AA-theory with coefficients and finite wreath products for hyperbolic groups, CAT(0)-groups, cocompact lattices in almost connected Lie groups and fundamental groups of manifolds of dimension less or equal to three. Moreover, we prove inheritance properties su…

2016-07-21abs ↗pdf ↗

Minimalistic model captures head direction system properties.

problem Representing head direction system in a high-dimensional space.
method A minimalistic representation model of the rotation group U(1), including fully connected and convolutional versions.
result Emergence of Gaussian-like tuning profiles and 2D circle geometry in both model versions.

Fix a translation surface XX, and consider the measures on XX coming from averaging the uniform measures on all the saddle connections of length at most RR. Then as RR\to\infty, the weak limit of these measures exists and is equal to the Lebesgue measure on XX. We also show that any weak limit of a subsequence of …

2017-05-30abs ↗pdf ↗

GNNs improve brain activity forecasting in fMRI studies.

problem Understanding neural dynamics in the brain.
method Comparison of GNN architectures for modeling fMRI data.
result GNNs outperform VAR models in robustly scaling to large network studies.

The study shows how many diameter directions in Besse manifolds relate to Blaschke manifolds.

problem Understanding the relationship between diameter directions and Blaschke manifolds in Besse manifolds.
method Analyzing the properties of Besse manifolds and pinched curvature metrics.
result Besse manifolds with many diameter directions are Blaschke manifolds.

In math.SG/0303255, we discussed the connected components of the space of surface group representations for any compact connected semisimple Lie group and any closed compact (orientable or nonorientable) surface. In this sequel, we generalize the results in math.SG/0303255 in two directions: we consider general compact…

2004-06-03abs ↗pdf ↗

We embed KKT points in neural networks of different sizes.

problem Classifying data using homogeneous neural networks.
method Introducing KKT point embedding principle and proving it for different network types.
result KKT points of a smaller network can be mapped to those of a larger network via linear transformations.

It is known that the bundle of Dirac spinors is produced as a direct sum of two bundles - the bundle of chiral spinors and its Hermitian conjugate bundle. In this paper some aspects of metric connections for chiral and Dirac spinors are resumed and their relation is studied.

2006-02-16abs ↗pdf ↗

Let M be a simply connected Riemannian symmetric space, with at most one flat direction. We show that every Riemannian (or unitary) vector bundle with parallel curvature over M is an associated vector bundle of a canonical principal bundle, with the connection inherited from the principal bundle. The problem of finding…

1997-12-22abs ↗pdf ↗

Local causal structure learning aims to discover and distinguish direct causes (parents) and direct effects (children) of a variable of interest from data. While emerging successes have been made, existing methods need to search a large space to distinguish direct causes from direct effects of a target variable \emph{T…

2019-10-03abs ↗pdf ↗

In this paper, we study continuous Kakeya line and needle configurations, of both the oriented and unoriented varieties, in connected Lie groups and some associated homogenous spaces. These are the analogs of Kakeya line (needle) sets (subsets of Rn\mathbb{R}^n where it is possible to turn a line (respectively an inter…

2013-03-04abs ↗pdf ↗

Attention learns PCA on Gaussian data, proving its connection to principal component analysis.

problem Principal component analysis on Gaussian data.
method Analysis of attention mechanisms through PCA, covering finite and infinite prompt regimes.
result Attention aligns with principal eigenvectors of covariance matrices, converging to optimal solutions in the infinite-prompt limit.

Method estimates network connectivity and dimensionality from multiple networks.

problem Estimating connectivity and dimensionality in samples of networks.
method Convex optimization with alternating direction method of multipliers.
result Method outperforms conventional methods in estimating connectivity and dimensionality.

New conditions for circular orderability of direct products, linking to left-orderability of groups.

problem Conditions for circular orderability of direct products GimesZ/nZG imes \mathbb{Z}/n\mathbb{Z}.
method Cohomological conditions and characterizations for left-orderability.
result New characterization for left-orderability of fundamental groups of rational homology 3-spheres.

In Peña (2007), MCMC sampling is applied to approximately calculate the ratio of essential graphs (EGs) to directed acyclic graphs (DAGs) for up to 20 nodes. In the present paper, we extend that work from 20 to 31 nodes. We also extend that work by computing the approximate ratio of connected EGs to connected DAGs, of …

2013-01-30abs ↗pdf ↗

We prove a functorial correspondence between a category of logarithmic sl2\mathfrak{sl}_2-connections on a curve XX with fixed generic residues and a category of abelian logarithmic connections on an appropriate spectral double cover π:ΣXπ: Σ\to X. The proof is by constructing a pair of inverse functors $π^{\text{ab}}, π…

2019-02-09abs ↗pdf ↗

A new construction of a universal connection was given in \cite{BHS}. The main aim here is to explain this construction. A theorem of Atiyah and Weil says that a holomorphic vector bundle EE over a compact Riemann surface admits a holomorphic connection if and only if the degree of every direct summand of EE is degre…

2016-08-08abs ↗pdf ↗

Improved DOA estimation with distributed sensors across multiple frequencies.

problem Sensor gain uncertainties and directional perturbations in multi-frequency scenarios.
method Distributed optimization with local coherence models and iterative exchange of information.
result Advantages in statistical and computational efficiency through parallel iterative technique.

We propose a novel node embedding of directed graphs to statistical manifolds, which is based on a global minimization of pairwise relative entropy and graph geodesics in a non-linear way. Each node is encoded with a probability density function over a measurable space. Furthermore, we analyze the connection between th…

2019-05-24abs ↗pdf ↗

Graph autoencoders (AE) and variational autoencoders (VAE) recently emerged as powerful node embedding methods. In particular, graph AE and VAE were successfully leveraged to tackle the challenging link prediction problem, aiming at figuring out whether some pairs of nodes from a graph are connected by unobserved edges…

2019-05-23abs ↗pdf ↗

This research classifies invariant complex structures and Kähler metrics on principal bundles.

problem Classifying invariant complex structures and Kähler metrics on principal bundles.
method Using Wang's theory of invariant connections and the Levi-Civita connection, the study provides direct geometric proofs and extends the classification from Hermitian to general symmetric spaces.
result The invariant integrable complex structures are unique in the reduced frame bundles of the upper half-plane and complex projective spaces.