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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.

168,657 papers · 148 categories

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59119178237 · Jun 202019922001200920172026
48 results for Homotopy Continuation

HomoODE connects DEQs and Neural ODEs via homotopy continuation, improving accuracy and memory efficiency.

problem Connecting DEQs and Neural ODEs for better model performance and efficiency.
method Established a connection between DEQs and Neural ODEs using homotopy continuation, proposing HomoODE.
result HomoODE outperforms existing implicit models in accuracy and memory consumption.

Suppose that the inverse image of the zero vector by a continuous map f:RnRqf:{\mathbb R}^n\to{\mathbb R}^q has an isolated point PP. There is a local obstruction to removing this isolated zero by a small perturbation, generalizing the notion of index for vector fields, the q=nq=n case. The existence of a continuous map $g…

2017-12-05abs ↗pdf ↗

Study the spaces of flat connections for classical Lie groups using Chern-Weil theory.

problem Understanding the weak homotopy type of spaces of flat connections for classical Lie groups.
method Use Chern-Weil theory and relate to the functorial map involving continuous families of representations.
result Relate the spaces of flat connections to the weak homotopy type of the spaces of representations.

A bounded curvature path is a continuously differentiable piecewise C2C^2 path with a bounded absolute curvature that connects two points in the tangent bundle of a surface. In this work, we analyze the homotopy classes of bounded curvature paths for points in the tangent bundle of the Euclidean plane. We show the exis…

2014-03-19abs ↗pdf ↗

Let MM be a connected open Riemann surface. We prove that the space L(M,C2n+1)\mathscr L(M,\mathbb C^{2n+1}) of all holomorphic Legendrian immersions of MM into C2n+1\mathbb C^{2n+1}, n1n\geq 1, endowed with the standard holomorphic contact structure, is weakly homotopy equivalent to the space C(M,S4n1)\mathscr C(M,\mathbb S^{4n-1}) o…

2016-11-06abs ↗pdf ↗

Developing efficient and guaranteed nonconvex algorithms has been an important challenge in modern machine learning. Algorithms with good empirical performance such as stochastic gradient descent often lack theoretical guarantees. In this paper, we analyze the class of homotopy or continuation methods for global optimi…

2016-10-28abs ↗pdf ↗

Develops a more powerful selective inference method for stepwise feature selection.

problem Loss of power in existing conditional SI methods due to over-conditioning.
method Uses homotopy continuation approach to overcome over-conditioning.
result Shows improved power and efficiency in selective inference for feature selection.

This study examines the topology of singularities in optimal semicouplings between unequal spaces.

problem Topology of singularities in optimal semicouplings between unequal spaces.
method Continuous strong deformation retracts and Uniform Halfspace condition.
result Homotopy-reductions from a source space onto singularities of cc-optimal semicouplings.

Belief propagation (BP) is a popular method for performing probabilistic inference on graphical models. In this work, we enhance BP and propose self-guided belief propagation (SBP) that incorporates the pairwise potentials only gradually. This homotopy continuation method converges to a unique solution and increases th…

2018-12-04abs ↗pdf ↗

Given a compact orientable surface of negative Euler characteristic, there exists a natural pairing between the Teichmueuller space of the surface and the set of homotopy classes of simple loops and arcs. The length pairing sends a hyperbolic metric and a homotopy class of a simple loop or arc to the length of geodesic…

2002-11-27abs ↗pdf ↗

A smooth map having only fold singularities is called a fold-map. We will give effective conditions for a continuous map to be homotopic to a fold-map from the viewpoint of the homotopy principle.

2003-09-08abs ↗pdf ↗

Paper proposes a new method for selective inference in robust regression.

problem Statistical inference after removing outliers identified by robust methods.
method Conditional SI using piecewise-linear homotopy continuation.
result Proposed method is applicable to a wide class of robust regression and outlier detection methods.

These course note first provide an introduction to secondary characteristic classes and differential cohomology. They continue with a presentation of a stable homotopy theoretic approach to the theory of differential extensions of generalized cohomology theories including products and Umkehr maps.

2012-08-20abs ↗pdf ↗

The study proves a strong parametric h-principle for minimal surfaces.

problem Proving a parametric h-principle for minimal surfaces.
method Using a parametric h-principle due to Forstneric and Larusson.
result The space of complete nonflat conformal minimal immersions has the same homotopy type as the space of continuous maps.

Develops analysis of Hölder continuous mappings on Heisenberg groups.

problem Analyzing Hölder continuous mappings on Heisenberg groups.
method Theory of distributional Jacobians and pullbacks of differential forms.
result Simple proof of a generalization of the Gromov non-embedding theorem and new results about Hölder homotopy groups.

The paper studies the space of Gauss maps of complete minimal surfaces and their homotopy types.

problem Understanding the space of Gauss maps of complete minimal surfaces and their homotopy types.
method Proves the Gauss map assignment is a Serre fibration and determines the homotopy type of the space of meromorphic functions.
result The space of meromorphic functions on MM that are the Gauss map of a complete full conformal minimal immersion has the same homotopy type as the space of all continuous maps from MM to the 2-sphere.

We give a construction to remove coincidence points of continuous maps on graphs (1-complexes) by changing the maps by homotopies. When the codomain is not homeomorphic to the circle, we show that any pair of maps can be changed by homotopies to be coincidence free. This means that there can be no nontrivial coincidenc…

2010-06-27abs ↗pdf ↗

Researchers prove a method to upgrade Morse-Bott homology to stable homotopy invariants.

problem Proving a method to upgrade Morse-Bott homology to stable homotopy invariants rigorously.
method Rigorous construction of stable normal framings and proof of stable homotopy type recovery.
result The stable homotopy type recovers Σ∞+M and Thom spectra for all reduced KO-theory classes.

Given a sample of points XX in a metric space MM and a scale r>0r>0, the Vietoris-Rips simplicial complex VR(X;r)\mathrm{VR}(X;r) is a standard construction to attempt to recover MM from XX up to homotopy type. A deficiency of this approach is that VR(X;r)\mathrm{VR}(X;r) is not metrizable if it is not locally finite, and thu…

2017-06-15abs ↗pdf ↗

Let X be a real algebraic subset of R^n and M a smooth, closed manifold. We show that all continuous maps from M to X are homotopic (in X) to C^\infty maps. We apply this result to study characteristic classes of vector bundles associated to continuous families of complex group representations, and we establish lower b…

2012-06-14abs ↗pdf ↗

Study robustness of polynomial neural networks using algebraic geometry.

problem Certify robustness radius of polynomial neural networks.
method Metric algebraic geometry, Euclidean distance degree, symbolic elimination, homotopy-continuation methods.
result Found decision boundaries with lower ED degree than generic cubic hypersurfaces.

Coarse geometry, and in particular coarse homotopy theory, has proven to be a powerful tool for approaching problems in geometric group theory and higher index theory. In this paper, we continue to develop theory in this area by proving a Coarse Lifting Lemma with respect to a certain class of bornologous surjective ma…

2019-03-14abs ↗pdf ↗

The paper explores the structure of Reeb spaces for smooth functions on manifolds.

problem Understanding the structure of Reeb spaces for smooth functions on manifolds.
method Proving the structure of Reeb spaces and showing that any graph can be realized as a Reeb space.
result The Reeb space of a smooth function on a closed manifold with finitely many critical values has a graph structure.

Machine learning identifies boundaries of real solutions in polynomial systems.

problem Locating boundaries in parameter space for real solutions of polynomial systems.
method Supervised machine learning approach using nearest neighbor and deep learning approximations.
result Efficiently approximates the real discriminant locus for multidimensional parameter spaces.

We investigate the problem of describing the homotopy classes [X,Y][X,Y] of continuous functions between ωω-bounded non metrizable manifolds X,YX,Y. We define a family of surfaces XX built with the first octant CC in L2L^2 (LL is the longline and RR the longray), and show that [X,R][X,R] is in bijection with so called `a…

2006-03-21abs ↗pdf ↗

Study of spaces of pure braids and string links using diagrams and integrals.

problem Understanding spaces of pure braids and string links through algebraic structures.
method Use of Kontsevich's CDGA of diagrams and Chen's iterated integrals to establish Hopf algebra isomorphisms and connections.
result Established a correspondence between Milnor invariants and Chen integrals for Brunnian spherical links.

We study geometric variational problems for a class of effective models in quantum field theory known as Faddeev-Skyrme models. Mathematically one considers minimizing an energy functional on homotopy classes of maps from closed 3-manifolds into homogeneous spaces of compact Lie groups. The energy minimizers known as H…

2006-08-17abs ↗pdf ↗

We show a Whitney Approximation Theorem for a continuous map from a manifold to a smooth CW complex. This enables us to show that a topological CW complex is homotopy equivalent to a smooth CW complex in a category of topological spaces. It is also shown that, for any open covering of a smooth CW complex, there exists …

2020-01-09abs ↗pdf ↗

We consider solving the 1\ell_1-regularized least-squares (1\ell_1-LS) problem in the context of sparse recovery, for applications such as compressed sensing. The standard proximal gradient method, also known as iterative soft-thresholding when applied to this problem, has low computational cost per iteration but a r…

2012-03-14abs ↗pdf ↗

We prove that every homomorphism from the fundamental group of a planar Peano continuum to the fundamental group of a planar or one-dimensional Peano continuum is induced by a continuous map up to conjugation. This is then used to provide a family of uncountable many planar Peano continua with pairwise non-isomorphic f…

2013-05-18abs ↗pdf ↗

If you are predicting the label yy of a new object with y^\hat y, how confident are you that y=y^y = \hat y? Conformal prediction methods provide an elegant framework for answering such question by building a 100(1α)%100 (1 - α)\% confidence region without assumptions on the distribution of the data. It is based on a refittin…

2019-09-20abs ↗pdf ↗

This expository article discusses some connections between the geometry of a hyperbolic 3-manifold homotopy-equivalent to a surface, and the combinatorial properties of its end invariants. In particular a necessary and sufficient condition is stated for the manifold to have arbitrarily short geodesics, in terms of a se…

2000-06-01abs ↗pdf ↗

Given a Riemannian metric on a homotopy nn-sphere, sweep it out by a continuous one-parameter family of closed curves starting and ending at point curves. Pull the sweepout tight by, in a continuous way, pulling each curve as tight as possible yet preserving the sweepout. We show: Each curve in the tightened sweepout …

2007-05-25abs ↗pdf ↗

Homotopy on nanophrases is an equivalence relation defined using some data called a homotopy data triple. We define a product on homotopy data triples. We show that any homotopy data triple can be factorized into a product of prime homotopy data triples and this factorization is unique up to isomorphism and order. If a…

2009-10-28abs ↗pdf ↗