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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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173347520693 · Jun 202019922001200920172026
48 results for many classes

Proposes a method to improve class-conditional conformal prediction for many classes.

problem Weak guarantees for specific classes in classification problems.
method Clusters classes with similar conformal scores and performs conformal prediction at the cluster level.
result Clustered conformal typically outperforms existing methods in class-conditional coverage and set size metrics.

Accessible groups with infinitely many ends have infinitely many twisted conjugacy classes.

problem Characterizing groups with infinitely many ends and their conjugacy classes.
method Analyzing accessible groups and relatively hyperbolic groups to deduce properties.
result Groups with infinitely many ends have infinitely many twisted conjugacy classes.

Paper tackles many-class few-shot learning with class hierarchy, improving accuracy.

problem Many-class few-shot learning problem in practical applications.
method Leverages class hierarchy to train a coarse-to-fine classifier using memory-augmented hierarchical-classification network (MahiNet).
result MahiNet outperforms state-of-the-art models on MCFS problems in both supervised and meta-learning settings.

Previously one of the authors constructed uncountable families of groups of type FPFP and of nn-dimensional Poincaré duality groups for each n4n\geq 4. We strengthen these results by showing that these groups comprise uncountably many quasi-isometry classes. We deduce that for each n4n\geq 4 there are uncountably many…

2017-12-15abs ↗pdf ↗

Transfer-learning and meta-learning are two effective methods to apply knowledge learned from large data sources to new tasks. In few-class, few-shot target task settings (i.e. when there are only a few classes and training examples available in the target task), meta-learning approaches that optimize for future task l…

2018-09-21abs ↗pdf ↗

New families of hyperbolic polyhedra yield infinitely many unique reflection groups.

problem Understanding commensurability classes of compact Coxeter polyhedra in hyperbolic spaces.
method Analyzing families of compact Coxeter polyhedra constructed by Makarov.
result Proves infinitely many commensurability classes in 4- and 5-dimensional hyperbolic spaces.

We define an simple invariant of an embedded nullhomologous Lagrangian torus and use this invariant to show that many symplectic 4-manifolds have infinitely many pairwise symplectically inequivalent nullhomologous Lagrangian tori. We further show that for a large class of examples that lambda(T) is actually a C-infinit…

2003-04-25abs ↗pdf ↗

The purpose of this paper is to investigate the following problem: For a fixed 2-dimensional homology class K in a simply connected symplectic 4-manifold, up to smooth isotopy, how many connected smoothly embedded symplectic submanifolds represent K? We show that when K can be represented by a symplectic torus, there a…

1999-02-04abs ↗pdf ↗

We present a sketch of the proof of the following theorems: (1) Every 3-manifold has only finitely many homotopy classes of 2-plane fields which carry tight contact structures. (2) Every closed atoroidal 3-manifold carries finitely many isotopy classes of tight contact structures.

2003-05-13abs ↗pdf ↗

Proposes a method to estimate acceptance regions for many classes, including new ones.

problem Lack of methods to handle new classes in set-valued classification.
method Generalized Prediction Set (GPS) approach to estimate acceptance regions.
result Achieves a good balance between accuracy, efficiency, and anomaly detection.

For each member of an infinite family of homology classes in the K3-surface E(2), we construct infinitely many non-isotopic symplectic tori representing this homology class. This family has an infinite subset of primitive classes. We also explain how these tori can be non-isotopically embedded as homologous symplectic …

2003-05-14abs ↗pdf ↗

We are concerned with mapping class groups of surfaces with nonempty boundary. We present a very natural method, due to Thurston, of finding many different left orderings of such groups. The construction involves equipping the surface with a hyperbolic structure, embedding the universal cover in the hyperbolic plane, a…

1999-07-15abs ↗pdf ↗

Study on infinite-type surfaces shows stable commutator length is continuous and defines open subgroups.

problem Understanding stable commutator length on infinite-type surfaces.
method Analyzing mapping class groups of infinite-type surfaces, showing continuity and openness of commutator subgroups.
result Stable commutator length defines a continuous function on commutator subgroups of infinite-type mapping class groups.

A left orderable completely metrizable topological group is exhibited containing Artin's braid group on infinitely many strands. The group is the mapping class group (rel boundary) of the closed unit disk with a sequence of interior punctures converging to the boundary. This resolves an issue suggested by work of Dehor…

2003-03-04abs ↗pdf ↗

The study finds hyperbolic manifolds without spin^c structures in dimensions 5 and above.

problem Existence of closed hyperbolic manifolds without spin^c structures.
method Proof of existence and commensurability classes for manifolds with non-vanishing third Stiefel-Whitney class.
result Infinitely many commensurability classes of closed hyperbolic manifolds without spin^c structures.

Study on exotic smooth embeddings of surfaces in 4-manifolds, revealing different properties and complexities.

problem Understanding exotic smooth embeddings of surfaces in 4-manifolds.
method Analyzing smooth, proper embeddings of noncompact surfaces in 4-manifolds, focusing on exotic planes and annuli.
result Exotic planes and annuli exhibit radically different properties, with one class being simple enough to draw explicit level diagrams.

We show that there exist infinitely many commensurability classes of finite volume hyperbolic 3-manifolds whose fundamental group contains a subgroup which is locally free but not free. The main technical tool is the fact that a collection of hyperbolic 3-manifolds of bounded volume contains infinitely many commensurab…

1999-03-23abs ↗pdf ↗

We prove that the rank problem is decidable in the class of torsion-free word-hyperbolic Kleinian groups. We also show that every group in this class has only finitely many Nielsen equivalence classes of generating sets of a given cardinality.

2004-07-26abs ↗pdf ↗

We introduce a new generalization of Gompf nuclei and give applications. We construct infinitely many exotic smooth structures for a large class of compact 4-manifolds with boundary, regarding topological invariants. We prove that a large class of closed 3-manifolds (including disjoint unions of Stein fillable 3-manifo…

2011-11-02abs ↗pdf ↗

The study finds infinitely many different geometries for odd-dimensional manifolds with positive Ricci curvature.

problem Finding different geometries for odd-dimensional manifolds with positive Ricci curvature.
method Examining closed manifolds in odd dimensions n5n\geq 5.
result Large classes of manifolds admit infinitely many different geometries of positive Ricci curvature.

We show that a random walk on the mapping class group of an orientable surface gives rise to a pseudo-Anosov element with asymptotic probability one. Our methods apply to many subgroups of the mapping class group, including the Torelli group.

2006-04-19abs ↗pdf ↗

Random Forest variable importance is improved by class balancing techniques.

problem Class imbalance problem in machine learning.
method Proposed a variable selection algorithm using RF variable importance and its confidence interval.
result Our algorithm efficiently selects an optimal feature set, leading to improved prediction performance.

We parametrize the commensurability classes of curves on Shimura surfaces that are totally geodesic, i.e., the commensurability classes of so-called C\mathbb{C}-Fuchsian subgroups. In particular, if a Shimura surface contains one commensurability class of totally geodesic curves, it contains infinitely many.

2015-06-10abs ↗pdf ↗

Our main result is that the image of the quantum representation of a central extension of the mapping class group of the genus g3g\geq 3 closed orientable surface at a prime p5p\geq 5 is a Zariski dense discrete subgroup of some higher rank algebraic semi-simple Lie group Gp\mathbb G_p defined over $\Q$. As an applicat…

2011-06-21abs ↗pdf ↗

The objective of the paper is to study accuracy of multi-class classification in high-dimensional setting, where the number of classes is also large ("large LL, large pp, small nn" model). While this problem arises in many practical applications and many techniques have been recently developed for its solution, to t…

2015-06-04abs ↗pdf ↗

New examples of knots with infinitely many inequivalent slice disks.

problem Existence of knots with infinitely many pairwise nonisotopic slice disks.
method Classification of fibered, homotopy-ribbon disks and use of satellite operations.
result Examples of fibered, hyperbolic knots bounding infinitely many fibered, ribbon disks that are pairwise nonisotopic modulo local knotting.

Tautological classes, or generalised Miller-Morita-Mumford classes, are basic characteristic classes of smooth fibre bundles, and have recently been used to describe the rational cohomology of classifying spaces of diffeomorphism groups for several types of manifolds. We show that rationally tautological classes depend…

2017-05-17abs ↗pdf ↗

The study provides polynomial bounds for essential surfaces in various 3-manifolds.

problem Bounding the number of isotopy classes of embedded essential surfaces in 3-manifolds.
method Restricting to alternating link complements in 3-sphere, then extending results to other classes of cusped 3-manifolds.
result Explicit polynomial bounds on all embedded essential surfaces in 3-manifolds.

We prove that symplectic 4-manifolds with b1=0b_1 = 0 and b+>1b^+ > 1 have nonvanishing Donaldson invariants, and that the canonical class is always a basic class. We also characterize in many situations the basic classes of a Lefschetz fibration over the sphere which evaluate maximally on a generic fiber.

2013-01-03abs ↗pdf ↗

Proves transitivity of a specific class of quadratic polynomials.

problem Transitivity of pure Hurwitz classes of post-critically finite quadratic polynomials.
method Uses mapping classes of the sphere with finitely many marked points.
result Establishes transitivity for pure Hurwitz classes of post-critically finite quadratic polynomials.