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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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148296443591 · Jun 202019922001200920172026
48 results for singular distributions

Study of singular curves in a specific type of hyperbolic distribution.

problem Characterizing singular curves in hyperbolic (4,7)(4, 7)-distributions.
method Introduced hyperbolic (4,7)(4, 7)-distributions of type C3C_3, described singular curves via prolongations.
result Completely described singular curves for hyperbolic (4,7)(4, 7)-distributions of type C3C_3.

The paper is devoted to differential geometry of singular distributions (i.e., of varying dimension) on a Riemannian manifold. Such distributions are defined as images of the tangent bundle under smooth endomorphisms. We prove the novel divergence theorem with the divergence type operator and deduce the Codazzi equatio…

2019-08-20abs ↗pdf ↗

The paper extends distributions by singular curves, revealing structural equivalences.

problem Extending (3,6)(3, 6)-distributions using singular curves.
method Using data from singular curves, the paper extends (3,6)(3, 6)-distributions to higher rank distributions.
result The equivalence of classification problems for four extended distribution classes.

Proves Sard conjecture for specific distributions, controlling divergence of vector fields.

problem Proving the Sard conjecture for certain types of distributions.
method Constructs a singular distribution capturing essential abnormal lifts, proving the conjecture for rank 3 distributions in dimension 4 and generic corank 1 distributions.
result Proves the Sard conjecture for generic co-rank one distributions.

Improved likelihood estimation for singular distributions using deep models.

problem Estimating singular distributions using deep generative models.
method Data perturbation to avoid singularity issues in likelihood estimation.
result Consistent estimation of target distribution with desirable rates.

Introduces Carrollian Lie algebroids to handle singular Carrollian geometries.

problem Handling singular Carrollian geometries within standard Carrollian geometry.
method Introduces Carrollian Lie algebroids to study singular Carrollian geometries.
result Established the existence of compatible connections on Carrollian Lie algebroids.

The paper extends Bochner's technique to singular distributions on manifolds.

problem Analyzing the curvature and null space of Hodge Laplacian on singular distributions.
method Defining modified statistical connection, exterior derivative, and Weitzenbock type curvature operator.
result Derivation of Bochner-Weitzenbock type formula leading to vanishing theorems.

We show a duality which arises from distributions of Cartan type, having growth (2, 3, 5), from the view point of geometric control theory. In fact we consider the space of singular (or abnormal) paths on a given five dimensional space endowed with a Cartan distribution, which form another five dimensional space with a…

2013-08-12abs ↗pdf ↗

Study shows singularity of stationary measure on Furstenberg boundary for certain random walks.

problem Singularity of stationary measure on Furstenberg boundary for random walks.
method Analysis of random walks on semisimple Lie groups with specific properties.
result Stationary measure is singular to Lebesgue measure in certain cases.

Characterizes metabelian distributions and geodesics in sub-Riemannian manifolds.

problem Characterizing metabelian distributions and geodesics in sub-Riemannian manifolds.
method Characterization of metabelian distributions in terms of principal bundle structures. Proof of geodesic properties for rank-2 distributions.
result For rank-2 metabelian distributions, geodesics are of class C1C^1.

The study classifies and analyzes two-dimensional holomorphic distributions on a four-dimensional projective space.

problem Classifying and analyzing two-dimensional holomorphic distributions on P4\mathbb{P}^4.
method Classification and investigation of distributions with specific properties, including tangent and conormal sheaves.
result The sheaves of distributions are split and the moduli spaces are irreducible quasi-projective varieties.

Random matrix ensembles yield uniform distributions on manifolds.

problem Understanding distributions of vectors in random matrix ensembles.
method Analyzing eigenvalues, singular values, and Autonne-Takagi vectors of various random matrix ensembles.
result Uniform distributions on specific manifolds for different types of random matrix ensembles.

Improved singular value approximation for convolutional layers.

problem Improving accuracy of singular value approximation for linear convolutional layers.
method Developed a new spectral density matrix method for singular value approximation with improved accuracy and reduced computational complexity.
result Obtained moderate improvement in singular value distribution compared to circular approximation.

Hypothesis testing in singular models is fundamentally about identifiable vs. non-identifiable parameters.

problem Testing in singular models is inherently problematic due to non-identifiability and degeneracy of Fisher information.
method Formalized the overlap obstruction and showed that hypotheses over non-identifiable parameters are untestable, while those over identifiable parameters reduce to classical testing.
result Hypotheses over non-identifiable parameters are untestable, while those over identifiable parameters reduce to classical testing.

We consider the energy of smooth generalized distributions and also of singular foliations on compact Riemannian manifolds for which the set of their singularities consists of a finite number of isolated points and of pairwise disjoint closed submanifolds. We derive a lower bound for the energy of all qq-dimensional a…

2015-12-04abs ↗pdf ↗

STEEL tackles batch RL with singularity, improving policy optimization.

problem Existing RL methods assume absolutely continuous data, but STEEL handles non-overlapping regions.
method Proposes STEEL algorithm using maximum mean discrepancy and distributionally robust optimization.
result First finite-sample regret guarantee for batch RL with singularity.

Advances variational Bayesian neural networks using singular learning theory.

problem Discrepancies between predictive performance and variational objective in BNNs.
method Corrected asymptotic form of singular posterior distributions to inform variational family design.
result Improvements in variational free energy and generalization error with proposed normalizing flow.

Paper analyzes singular subspace estimation in noisy matrix models.

problem Estimating low-rank signals in noisy matrix data.
method Asymptotic distributional theory, extreme value theory, saddle point approximation, random matrix theory.
result Plug-in test statistic based on two-to-infinity norm has higher power for detecting structured alternatives.

Given a totally nonholonomic distribution of rank two on a three-dimensional manifold we investigate the size of the set of points that can be reached by singular horizontal paths starting from a same point. In this setting, the Sard conjecture states that that set should be a subset of the so-called Martinet surface o…

2016-08-14abs ↗pdf ↗

The paper tackles singularities in diffusion models on submanifolds.

problem Analyzing singularities in diffusion models on lower-dimensional submanifolds.
method Small-time approximations of the Green's function and derivation of a new target function.
result The new target function remains bounded for singular data distributions.

In the paper we discuss certain classes of vector distributions in the tangent bundles to manifolds, obtained by series of applications of the so-called generalized Cartan prolongations (gCp). The classical Cartan prolongations deal with rank-2 distributions and are responsible for the appearance of the Goursat distrib…

2009-11-13abs ↗pdf ↗

We prove that if the normal distribution of a singular riemannian foliation is integrable, then each leaf of this normal distribution can be extended to be a complete immersed totally geodesic submanifold (called section) which meets every leaf orthogonally. In addition the set of regular points is open and dense in ea…

2005-09-18abs ↗pdf ↗

In this note we study the distribution of real inflection points among the ovals of a real non-singular hyperbolic curve of even degree. Using Hilbert's method we show that for any integers dd and rr such that 4r2d22d4\leq r \leq 2d^2-2d, there is a non-singular hyperbolic curve of degree 2d2d in R2\mathbb R^2 with exactl…

2013-11-15abs ↗pdf ↗

Study of ants' movement rules on a 6D space, revealing distribution structures and singular trajectories.

problem Understanding the movement patterns of ants in a 6D space.
method Analyzing mechanical system rules to derive distribution structures and singular trajectories.
result Distributions and singular trajectories of ants' movement rules in a 6D space.

This paper classifies strongly nilpotent special multi-flags and their Goursat counterparts.

problem Local classification of strongly nilpotent special multi-flags and Goursat distributions.
method Study of special multi-flags in homogeneous case, focusing on their weights.
result Strongly nilpotent germs of multiflags from different singularity classes are pairwise inequivalent.

Study shortest geodesics on flat cone spheres with conical singularities.

problem Understanding the distribution of shortest geodesics on flat cone spheres.
method Proved a recurrent relation on the distribution of the length of shortest geodesics with respect to Thurston's volume form.
result Proved a recurrent relation on the distribution of the length of shortest geodesics.

We show that normalized currents of integration along the common zeros of random mm-tuples of sections of powers of mm singular Hermitian big line bundles on a compact Kähler manifold distribute asymptotically to the wedge product of the curvature currents of the metrics. If the Hermitian metrics are Hölder with sing…

2015-06-04abs ↗pdf ↗

We study codimension one holomorphic distributions on the projective three-space, analyzing the properties of their singular schemes and tangent sheaves. In particular, we provide a classification of codimension one distributions of degree at most 2 with locally free tangent sheaves, and show that codimension one distr…

2016-11-17abs ↗pdf ↗

A statistical model or a learning machine is called regular if the map taking a parameter to a probability distribution is one-to-one and if its Fisher information matrix is always positive definite. If otherwise, it is called singular. In regular statistical models, the Bayes free energy, which is defined by the minus…

2012-08-31abs ↗pdf ↗

We describe the automorphisms of a singular multicontact structure, that is a generalisation of the Martinet distribution. Such a structure is interpreted as a para-CR structure on a hypersurface M of a direct product space R^2 x R^2. We introduce the notion of a finite type singularity analogous to CR geometry and, al…

2014-09-08abs ↗pdf ↗