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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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57115172229 · Jun 202019922001200920172026
48 results for saddle connections

Study shows saddle connection graph's geometry and quasi-isometry properties.

problem Characterize the geometry and quasi-isometry of saddle connection graphs.
method Proved 4-hyperbolicity and uniform quasi-isometry to a tree, used generalised unicorn paths.
result Saddle connection graph is not quasi-isometrically rigid and its boundary is straight foliations.

Study saddle connections on hyperelliptic surfaces, finding growth rates.

problem Count saddle connections on hyperelliptic surfaces without interior intersections.
method Used horocycle renormalization to prove lower bound growth rate.
result Found saddle connections satisfy L(logL)d2L (\log L)^{d-2} growth rate.

We extend asymptotic formulas for saddle connections on translation surfaces.

problem Counting saddle connections on translation surfaces with large genus.
method Recursive formulas and asymptotic analysis for all strata and multiplicities.
result Asymptotics for all saddle connections on translation surfaces of growing genus.

Study precise rates of horizontal gap shrinkage on generic translation surfaces.

problem Understanding precise decay rates of horizontal gaps in translation surfaces.
method Analyzing saddle connections and their angles on translation surfaces.
result Obtained precise decay rates for the difference in angle between almost horizontal saddle connections.

For a half-translation surface (S,q), the associated saddle connection complex A(S,q) is the simplicial complex where vertices are the saddle connections on (S,q), with simplices spanned by sets of pairwise disjoint saddle connections. This complex can be naturally regarded as an induced subcomplex of the arc complex. …

2018-10-01abs ↗pdf ↗

Classifies Morse flows on 3-sphere with specific saddle connections.

problem Classifying Morse-Smale flows on a 3-sphere with specific saddle connections.
method Used generalized Heegaard diagrams (Pr-diagrams) to classify flows.
result Found all possible, up to homeomorphism, ways to embed two circles in a 2-sphere with no more than 10 points of transversal intersection.

Translation surfaces with poles correspond to meromorphic differentials on compact Riemann surfaces. They appear in compactifications of strata of the moduli space of Abelian differentials and in the study of stability conditions. Such structures have different geometrical and dynamical properties than usual translatio…

2016-03-22abs ↗pdf ↗

Gradient-like flows on certain manifolds restrict saddle Morse indices to 1 or n-1.

problem Restricting Morse indices of saddles in gradient-like flows.
method Analyzing invariant manifolds and their intersections for gradient-like flows.
result Morse indices of saddles are either 1 or n-1, no other indices possible.

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.

Flat surfaces that correspond to kk-differentials on compact Riemann surfaces are of finite area provided there is no pole of order kk or higher. We denote by \textit{flat surfaces with poles of higher order} those surfaces with flat structures defined by a kk-differential with at least one pole of order at least $k…

2016-06-12abs ↗pdf ↗

We prove that any ergodic SL2(R)SL_2(R)-invariant probability measure on a stratum of translation surfaces satisfies strong regularity: the measure of the set of surfaces with two non-parallel saddle connections of length at most ε1,ε2ε_1, ε_2 is O(ε12ε22)O(ε_1^2 ε_2^2). We prove a more general theorem which works for any number of …

2020-02-24abs ↗pdf ↗

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 ↗

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 ↗

For a translation surface, we define the systole to be the length of the shortest saddle connection. We give a characterization of the maxima of the systole function on a stratum, and give a family of examples providing local but nonglobal maxima on each stratum of genus at least three. We further study the relation be…

2017-07-17abs ↗pdf ↗

Study on connection points on double regular polygons, providing coordinates and proving non-connection points.

problem Identifying connection points on double regular polygons.
method Examined coordinates in trace field, provided constructive proof for prime nn.
result For n=7n=7, conjectured all remaining points are connection points; for n7n \geq 7 prime, provided explicit separatrix.

We establish that first-order methods avoid saddle points for almost all initializations. Our results apply to a wide variety of first-order methods, including gradient descent, block coordinate descent, mirror descent and variants thereof. The connecting thread is that such algorithms can be studied from a dynamical s…

2017-10-20abs ↗pdf ↗

We explicitly compute the limiting gap distribution for slopes of saddle connections on the flat surface associated to the regular octagon with opposite sides identified. This is the first such computation where the Veech group of the translation surface has multiple cusps. We also show how to parametrize a Poincaré se…

2014-09-02abs ↗pdf ↗

SGD learns neural networks with a complexity measure called leap.

problem Time complexity of SGD learning on neural networks.
method Introduced a complexity measure called leap, proved conjecture for Gaussian data, and showed saddle-to-saddle dynamics.
result Proved a conjecture about the time complexity of learning functions with low-dimensional support.

Study describes bifurcations of gradient flows on 2-sphere with holes.

problem Analyzing gradient flows on a 2-sphere with up to six singular points.
method Using separatrix diagrams to specify saddle-node and saddle connections.
result Identified all possible topological structures of bifurcations.

Study calculates slope gaps on polygon surfaces, finding non-unimodal distributions.

problem Understanding the distribution of slope gaps on polygon surfaces.
method Explicit computation of slope gap distributions for 2n-gons, providing bounds on non-differentiability points.
result Slope gap distributions are not always unimodal, answering a question by Athreya.

The altenating knots, links and twists projected on the S_2 sphere are identified with the phase Space of a Hamiltonian dynamic system of one degree of freedom. The saddles of the system correspond to the crossing points, the edges, to the stable and unstable manifolds, connecting the saddles. Each facxe is then orient…

2006-01-10abs ↗pdf ↗

A distributed optimization method solves saddle point problems with strong concavity and convexity.

problem Solving saddle point problems with distributed and heterogeneous data.
method GT-GDA, a distributed first-order method using gradient tracking and consensus over coupling matrices.
result GT-GDA converges linearly to the unique saddle point solution under specific conditions.

The paper calculates gap distributions for translation surfaces, focusing on the double heptagon.

problem Calculating gap distributions for translation surfaces.
method Describes a procedure to find winning holonomy vectors and applies it to the double heptagon.
result Explicitly computed gap distribution for the regular double heptagon translation surface.

Research describes all possible gradient vector fields on a sphere with up to ten singular points.

problem Characterizing gradient vector fields on a sphere with limited singular points.
method Using a graph to represent one-dimensional stable manifolds, specifying singularities and connections.
result Identified all topological structures of codimension one gradient vector fields on a sphere with up to ten singular points.

We study a notion of distance between knots, defined in terms of the number of saddles in ribbon concordances connecting the knots. We construct a lower bound on this distance using the X-action on Lee's perturbation of Khovanov homology.

2019-03-26abs ↗pdf ↗

Deep ReLU networks escape from the origin via saddle points with a low-rank bias.

problem Understanding the dynamics of gradient descent in deep ReLU networks.
method Analysis of escape directions and singular values of weight matrices.
result The first singular value of the \ell-th layer weight matrix is at least 14\ell^{\frac{1}{4}} larger than any other singular value.

DLNs dynamics change with variance, leading to saddle-to-saddle training phases.

problem Understanding the dynamics of DLNs with varying initialization variance.
method Analyzing the phase transition of DLNs' dynamics as variance changes.
result Gradient descent visits a sequence of saddles, reaching a sparse global minimum.

Study geometric properties of loss functions to understand neural network performance.

problem Understanding the geometric properties of high-dimensional loss functions to improve neural network performance.
method Combine concepts from high-dimensional probability and differential geometry to study curvature properties in lower-dimensional loss representations.
result Mean curvature in the original loss space determines if saddle points appear as minima, maxima, or flat regions.

Decentralized learning for GLMs with feature distribution and network connectivity.

problem Optimizing generalized linear models in a decentralized network with feature partitioning.
method Chambolle--Pock primal--dual algorithm applied to an equivalent saddle-point formulation.
result Convergence rates for empirical risk minimization under Lipschitz and square root Lipschitz assumptions.

Algorithm classifies saddle-focus singularities in Hamiltonian systems.

problem Classifying nondegenerate saddle-focus singularities in integrable Hamiltonian systems.
method Developed an algorithm based on semi-local equivalence to represent singularities as almost direct products.
result Obtained complete lists of saddle-focus singularities of complexities 1, 2, and 3.

In this paper we consider the large genus asymptotics for two classes of Siegel-Veech constants associated with an arbitrary connected stratum H(α)\mathcal{H} (α) of Abelian differentials. The first is the saddle connection Siegel-Veech constant cscmi,mj(H(α))c_{\text{sc}}^{m_i, m_j} \big( \mathcal{H} (α) \big) counting saddle conne…

2018-10-11abs ↗pdf ↗

This short survey illustrates the ideas of Teichmuller dynamics. As a model application we consider the asymptotic topology of generic geodesics on a "flat" surface and count closed geodesics and saddle connections. This survey is based on the joint papers with A.Eskin and H.Masur and with M.Kontsevich.

2006-09-14abs ↗pdf ↗

SGD in DLNs reveals feature learning dynamics.

problem Understanding SGD dynamics in DLNs during saddle-to-saddle training.
method Stochastic Langevin dynamics with anisotropic, state-dependent noise; one-dimensional per-mode SDEs; Boltzmann distribution approximation.
result SGD noise encodes feature learning progression but does not alter saddle-to-saddle dynamics.

In this paper we study flows φ:M×RM\varphi:M\times\mathbb{R}\longrightarrow M having an isolated non-saddle set. We see that the complexity of the region of influence of an isolated non-saddle set KK depends on the way in which KK sits on the phase space at the cohomological level. We construct flows in surfaces having i…

2020-01-17abs ↗pdf ↗

We study the translation surfaces obtained by considering the unfoldings of the surfaces of Platonic solids. We show that they are all lattice surfaces and we compute the topology of the associated Teichmüller curves. Using an algorithm that can be used generally to compute Teichmüller curves of translation covers of p…

2018-11-09abs ↗pdf ↗