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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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3978117156 · Jun 202019922001200920172026
48 results for sparse lifts

New framework for neural networks converging to low loss without overparameterization.

problem Training deep neural networks without overparameterization assumptions.
method Construction of random sparse lifts and analysis using algebraic topology and random graph theory.
result Provable convergence to low loss for large sparse neural networks.

Study on theoretical limits of 0\ell_0 sparse-regression algorithms using Fl RDT.

problem Understanding the performance limits of 0\ell_0 norm based optimization algorithms in compressed sensing and sparse regression.
method Utilized Fully lifted random duality theory (Fl RDT) to analyze the maximum-likelihood (ML) decoding performance.
result Uncovered phase-transition (PT) and descending 0\ell_0 (d0\ell_0) curves that separate successful and unsuccessful algorithm performance.

Sparse alpha-norm regularization has many data-rich applications in Marketing and Economics. Alpha-norm, in contrast to lasso and ridge regularization, jumps to a sparse solution. This feature is attractive for ultra high-dimensional problems that occur in demand estimation and forecasting. The alpha-norm objective is …

2017-09-01abs ↗pdf ↗

In many compressive sensing problems today, the relationship between the measurements and the unknowns could be nonlinear. Traditional treatment of such nonlinear relationships have been to approximate the nonlinearity via a linear model and the subsequent un-modeled dynamics as noise. The ability to more accurately ch…

2013-01-29abs ↗pdf ↗

Study lift metrics and connections on tangent bundles of Riemannian manifolds.

problem Investigate geometric properties of tangent bundles and their lifts.
method Analyze lift metrics and connections on TMTM of (M,g)(M,g), and study statistical and Codazzi couples.
result Prove a result on 11-Stein and Osserman structures on TMTM.

In this paper, we define a complete lift for semisprays. If SS is a semispray on a manifold MM, its complete lift is a new semispray ScS^c on TMTM. The motivation for this lift is two-fold: First, geodesics for ScS^c correspond to the Jacobi fields for SS, and second, this complete lift generalizes and unifies previ…

2008-09-08abs ↗pdf ↗

In many real-world scenarios where data is high dimensional, test time acquisition of features is a non-trivial task due to costs associated with feature acquisition and evaluating feature value. The need for highly confident models with an extremely frugal acquisition of features can be addressed by allowing a feature…

2019-09-15abs ↗pdf ↗

Geometric structures are lifted to higher tangent bundles preserving statistical properties.

problem Lifting statistical structures to higher tangent bundles while maintaining their properties.
method Natural lifts of geometric objects and potentials to higher tangent bundles, preserving statistical manifold structures.
result Lifted statistical structures on higher tangent bundles maintain pseudo-Riemannian metrics and are again statistical manifolds.

In the present paper, we study complete and vertical lifts of tensor fields from a smooth manifold MM to its Weil bundle TAMT^A M defined by a Frobenius Weil algebra AA. For a Poisson manifold (M,w)(M,w), we show that the complete lift wCw^C and the vertical lift wVw^V of the Poisson tensor ww are Poisson tensors on $T^…

2009-07-31abs ↗pdf ↗

In this paper we continue to study equivariant pencil liftings and differential operators on the algebra of densities. We emphasize the role that the geometry of the extended manifold plays. Firstly we consider basic examples. We give a projective line of diff(MM)-equivariant pencil liftings for first order operators,…

2014-01-31abs ↗pdf ↗

The canonical trace and the Wodzicki residue on classical pseudodifferential operators on a closed manifold are characterised by their locality and shown to be preserved under lifting to the universal covering as a result of their local feature. As a consequence, we lift a class of spectral ζζ-invariants using lifted …

2016-03-07abs ↗pdf ↗

The paper constructs Sasakian lifts from Kähler manifolds and studies their properties.

problem Constructing Sasakian structures from Kähler manifolds and analyzing their geometric properties.
method Local construction of Sasakian manifolds from Kähler base using vector field operations.
result Existence and properties of αα-Sasakian Ricci solitons in Sasakian lifts.

New neural operators learn structured patterns efficiently.

problem Learning and representing complex, structured patterns in data.
method Sparse autoencoder neural operators (SAE-NOs) parameterize concepts as functions, enabling efficient and structured representation.
result SAE-FNOs learn localized patterns and generalize across different scales and discretizations.

This paper extends braid lifting to coloured braid groupoids for all simple disc covers.

problem Lifting braids to homeomorphisms on branched covers of the disc.
method Defines a map from a coloured braid groupoid to a mapping class groupoid for all simple covers of the disc.
result Characterizes the lift of every coloured braid, recovering classical lifting on liftable braids.

We construct some lift of an almost complex structure to the cotangent bundle, using a connection on the base manifold. This generalizes the complete lift defined by I.Sato and the horizontal lift introduced by K.Yano and S.Ishihara. We study some geometric properties of this lift and its compatibility with symplectic …

2005-07-04abs ↗pdf ↗

In Finsler geometry the complete lift vector fields have distinguished geometric significance. For example a vector field on a Finsler manifold is said to be conformal if its complete lift is conformal in usual sense. In this work we define a new Riemannian or Pseudo-Riemannian metric on TM derived from a Finsler metri…

2006-08-07abs ↗pdf ↗

In studies of smooth maps with good differential topological conditions such as immersions, embeddings, Morse functions and their higher dimensional versions including fold maps and application to geometry, especially algebraic and differential topology of manifolds, liftings or desingulizations of maps of appropriate …

2018-05-15abs ↗pdf ↗

We construct a connection and a curving on a bundle gerbe associated with lifting a structure group of a principal bundle to a central extension. The construction is based on certain structures on the bundle, i.e. connections and splittings. The Deligne cohomology class of the lifting bundle gerbe with the connection a…

2001-07-24abs ↗pdf ↗

Develops a new algebraic framework for differential geometry of infinite dimensional spaces.

problem Creating a differential geometry for infinite dimensional spaces without topology or local coordinates.
method Introduces a general algebraic framework for lifted geometry applicable to various infinite dimensional spaces.
result Stokes' Theorem appears as a form of differentiability in the lifted geometry of spaces of submanifolds.

We show the total space of the canonical line bundle L\mathbb{L} of a Kahler-Einstein manifold XnX^n supports integrable SU(n+1)SU(n+1) structures, or Calabi-Yau structures. The canonical real line bundle LLL \subset \mathbb{L} over a minimal Lagrangian submanifold MXM \subset X is calibrated in this setting and hence can …

2001-09-26abs ↗pdf ↗

We analyze variational inference for highly symmetric graphical models such as those arising from first-order probabilistic models. We first show that for these graphical models, the tree-reweighted variational objective lends itself to a compact lifted formulation which can be solved much more efficiently than the sta…

2014-06-17abs ↗pdf ↗

For a specific class of 4-manifolds, random isometries cannot lift to orientation-preserving diffeomorphisms.

problem When does a finite group of isometries of a specific 4-manifold lift to orientation-preserving diffeomorphisms?
method Combination of equivariant connected-sum constructions, fixed-point theory, finite group actions on surfaces, analytic combinatorics, and previous work.
result Random subgroups of isometries are asymptotically almost never realizable in orientation-preserving diffeomorphisms.

Study proves Hecke lifting conjecture for torus knots and verifies it for any framed knots.

problem Integrality structure of framed knots' quantum invariants.
method Explicit formulas of colored HOMFLY-PT invariants of torus knots, verified in a limit form for any framed knots.
result Proves Hecke lifting conjecture for torus knots and verifies it for any framed knots.

Develops a lifting theory for exponential maps in semi-Riemannian geometry.

problem Overcoming singularities in exponential maps to prove geodesic connectivity.
method Lifting theory for semi-Riemannian manifolds with path-continuation property.
result General path-lifting theorem extending globally under certain conditions.

Introduces new construction for Courant algebroids and curved structures.

problem Understanding and classifying Courant algebroids and their lifts.
method Introduces Courant algebroid lift and curved Courant algebroids, establishing connections to various geometric structures.
result Established a classification of exact curved Courant algebroids and related connections to various geometric structures.

Let M be an n-dimensional Riemannian manifold and TM its tangent bundle. The conformal and fiber preserving vector fields on TM have well-known physical interpretations and have been studied by physicists and geometricians. Here we define a Riemannian or pseudo-Riemannian lift metric on TM, which is in some senses more…

2006-07-15abs ↗pdf ↗