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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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124248371495 · Jun 202019922001200920172026
48 results for representation manifolds

The paper explores representations of graph manifolds to Seifert motion groups.

problem Existence of faithful representations of graph manifolds to Seifert motion groups.
method Discussion and proof of non-existence of certain representations.
result Graph manifolds can have virtually no faithful representations to the Seifert motion group.

Paper introduces Manifold Probe for discovering representation manifolds in superposition.

problem Discovering representation manifolds in complex superposition representations.
method Generalizes linear regression probes to learn feature spaces and directions in superposition representations.
result Demonstrates Manifold Probe on Llama 2-7b representations, finding causally involved manifolds in model behaviour.

New representations of hyperbolic 3-manifold groups into larger groups.

problem Finding representations of hyperbolic 3-manifold groups into larger matrix groups.
method Holonomy representations from projective deformations of hyperbolic structures.
result First examples of strongly dense representations into SL(4,R)SL(4,\mathbb{R}) and SU(3,1)SU(3,1).

MKA incorporates manifold geometry into kernel alignment for more robust representation comparison.

problem Inadequate accounting for manifold geometry in kernel alignment metrics.
method Derives a theoretical framework for Manifold Approximated Kernel Alignment (MKA).
result MKA provides a more robust foundation for measuring representations.

Proves EGF representations in specific geometric contexts.

problem Understanding representations of groups with hyperbolic properties.
method Analyzes projectively convex cocompact manifolds and convex projective manifolds with generalized cusps.
result Holonomy representations of specific geometric manifolds are EGF representations.

Study on hyperconvex representations of hyperbolic groups in complex flag manifolds.

problem Characterizing hyperconvex representations of hyperbolic groups.
method Geometric and topological analysis of representations in mPSL(d,C){ m PSL}(d,\mathbb{C}).
result Virtual isomorphism to Kleinian groups and flag manifold Hausdorff dimension restriction.

The paper proves a quadratic formality for Sasakian manifolds' representation varieties.

problem Analyzing the variety of representations of fundamental groups of Sasakian manifolds.
method Proving almost-formality of de Rham complex and vanishing cup product theorem.
result Quadratic formality of analytic germs of representation varieties.

Researchers calculate the volume of Seifert representations for graph manifolds and their covers.

problem Computing the volume of Seifert representations for graph manifolds and their finite covers.
method Established an effective formula for computing the volume of Seifert representations of graph manifolds and obtained restrictions analogous to the Milnor–Wood inequality.
result The Seifert volume of any graph manifold is a rational multiple of π², and the supremum ratio of the Seifert volume over the covering degree can be positive or infinite.

Quantum theory uses modular group representations to assign invariants to 3-manifolds.

problem Assigning invariants to 3-manifolds via modular group representations.
method Projective representations of the modular group derived from a noncommutative torus.
result Computed traces and determinants of matrices associated with modular group elements.

3-manifold groups can only have convex co-compact representations if they are geometric or hyperbolic.

problem Understanding which 3-manifold groups can have convex co-compact representations.
method Analyzing representations of 3-manifold groups into projective general linear group, focusing on convex co-compactness.
result Fundamental groups of closed irreducible orientable 3-manifolds can only admit convex co-compact representations if they are geometric or hyperbolic.

We construct projective unitary representations of the smooth Deligne cohomology group of a compact oriented Riemannian manifold of dimension 4k+1, generalizing positive energy representations of the loop group of the circle. We also classify such representations under a certain condition. The number of the equivalence…

2005-10-10abs ↗pdf ↗

New model allows sparse graphs with many triangles to be represented.

problem Sparse graphs with many triangles cannot be accurately represented in finite dimensions.
method Infinite-dimensional inner product model with manifold representations.
result Local neighborhoods can be represented in lower dimensions.

The Ptolemy coordinates for boundary-unipotent SL(n,C)-representations of a 3-manifold group were introduced in Garoufalidis-Thurston-Zickert inspired by the A-coordinates on higher Teichmüller space due to Fock and Goncharov. In this paper, we define the Ptolemy field of a (generic) PSL(2,\C)-representation and prove …

2014-01-22abs ↗pdf ↗

Study partially hyperbolic flows on flat bundles, proving equivalence for complete affine manifolds.

problem Characterize partially hyperbolic representations of fundamental groups of manifolds.
method Representation theory techniques, focusing on holonomy representations and their properties.
result Show equivalence between partially hyperbolic representations and PP-Anosov representations for complete affine manifolds.

Manifold learning seeks a low dimensional representation that faithfully captures the essence of data. Current methods can successfully learn such representations, but do not provide a meaningful set of operations that are associated with the representation. Working towards operational representation learning, we endow…

2019-08-20abs ↗pdf ↗

Study domination between non-Fuchsian surface group representations and anti-de Sitter geometry.

problem Domination problem between non-Fuchsian representations of closed surface groups.
method Analysis of branched harmonic immersions and construction of anti-de Sitter 3-manifolds.
result Found that representations admitting branched harmonic immersions dominate other representations, and constructed large families of branched anti-de Sitter 3-manifolds.

We prove universality theorems ("Murphy's Laws") for representation schemes of fundamental groups of closed 3-dimensional manifolds. We show that germs of SL(2,C)-representation schemes of such groups are essentially the same as germs of schemes of over rational numbers.

2013-03-10abs ↗pdf ↗

Linear representations help embed manifolds into matrix spaces.

problem Embedding manifolds into matrix spaces with effective bounds.
method Defining linear representations of G\mathsf{G}-manifolds as maps into matrix spaces, encoding G\mathsf{G}-actions as matrix products.
result Explicit bounds for Mostow-Palais G\mathsf{G}-equivariant embeddings of G\mathsf{G}-manifolds into G\mathsf{G}-modules V\mathbb{V}, showing dimV<\dim \mathbb{V} < \infty for compact G\mathsf{G}.

For a compact 3-manifold M with arbitrary (possibly empty) boundary, we give a parametrization of the set of conjugacy classes of boundary-unipotent representations of the fundamental group of M into SL(n,C). Our parametrization uses Ptolemy coordinates, which are inspired by coordinates on higher Teichmueller spaces d…

2011-11-11abs ↗pdf ↗

The first time that the connection between isometric immersion of surfaces and solutions of the Dirac equation appeared in the literature was in the seminal paper of Thomas Friedrich in 1998. In consequence of that, several authors contributed to this topic hereafter, by obtaining the spinorial representation of Spin m…

2019-12-01abs ↗pdf ↗

The paper studies binary icosahedral representations of hyperbolic 3-manifolds.

problem Understanding the representations of hyperbolic integral homology spheres into the binary icosahedral group.
method Relating 2I2I representations to quotient dimension and analyzing finite covers.
result Hyperbolic 3-manifolds have quotient dimension 2 or 3, with specific cases obtained infinitely many times.

Extends Fried's result to arbitrary representations of compact hyperbolic manifolds.

problem Behavior of dynamical zeta functions at the origin for compact hyperbolic manifolds.
method Uses complex-valued torsion instead of Ray-Singer analytic torsion.
result Holomorphicity and value at s=0 for twisted Ruelle zeta function for arbitrary representations.

This paper investigates how data augmentation improves linear separation of manifold data.

problem Understanding how data augmentation enhances linear separation of manifold data.
method Investigates the conditions under which self-supervised representations can linearly separate multi-manifold data.
result Self-supervised learning can linearly separate manifolds with a smaller distance than unsupervised learning.

Semi-supervised learning algorithms typically construct a weighted graph of data points to represent a manifold. However, an explicit graph representation is problematic for neural networks operating in the online setting. Here, we propose a feed-forward neural network capable of semi-supervised learning on manifolds w…

2019-08-21abs ↗pdf ↗

Let M be a non-compact hyperbolic 3-manifold that has a triangulation by positively oriented ideal tetraedra. We explain how to produce local coordinates for the variety defined by the gluing equations for PGL(3,C)-representations. In particular we prove local rigidity of the "geometric" representation in PGL(3,C), rec…

2013-07-31abs ↗pdf ↗

GeoERM learns shared representations on Riemannian manifolds for multi-task learning.

problem Heterogeneous and adversarial tasks in MTL.
method Geometry-aware MTL framework embedding shared representation on Riemannian manifold, optimizing via manifold operations.
result GeoERM improves estimation accuracy and stability, outperforming alternatives.

We present a signal representation framework called the sparse manifold transform that combines key ideas from sparse coding, manifold learning, and slow feature analysis. It turns non-linear transformations in the primary sensory signal space into linear interpolations in a representational embedding space while maint…

2018-06-23abs ↗pdf ↗

We prove a volume-rigidity theorem for fuchsian representations of fundamental groups of hyperbolic k-manifolds into Isom(H^n). Namely, we show that if M is a complete hyperbolic k-manifold with finite volume, then the volume of any representation of its fundamental group into Isom(H^n), 3 <= k <= n, is less than the v…

2004-11-02abs ↗pdf ↗

We give an efficient simplicial formula for the volume and Chern-Simons invariant of a boundary-parabolic PSL(2,C)-representation of a tame 3-manifold. If the representation is the geometric representation of a hyperbolic 3-manifold, our formula computes the volume and Chern-Simons invariant directly from an ideal tria…

2007-10-10abs ↗pdf ↗

A Dehn sphere in a closed 3-manifold M is a 2-sphere immersed in M with only double curve and triple point singularities. The Dehn sphere S fills M if it defines a cell-decomposition of M. The inverse image in S^{2} of the double curves of S is the Johansson diagram of S and if S fills M it is possible to reconstruct M…

2004-07-22abs ↗pdf ↗