Research
On-device research index

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.

169,051 papers · 148 categories

Trend · papers per month

3978117156 · May 201919922001200920182026
48 results for character embeddings

Unsupervised model learns word and context embeddings from character sequences.

problem Learning meaningful word and context embeddings from unlabeled data.
method Character-aware neural architecture that jointly learns word and context embeddings.
result Compact encoders achieve high performance in downstream tasks.

Neural model improves text normalization for non-English languages.

problem Improving text normalization in non-English languages with limited data.
method Sequence-to-sequence model with character and word embeddings, using pre-trained word embeddings with subword information.
result Achieved state-of-the-art F1 score on Arabic language correction dataset.

AN2VEC disentangles feature and structural information in social networks.

problem Difficulty in separating feature and structural information in social networks.
method Graph Convolutional Networks (GCN) Variational Autoencoder for disentangled node embeddings.
result AN2VEC captures joint information of structure and features better than unshared information.

A mapping bends Teichmüller spaces into character varieties, preserving symplectic structure.

problem Mapping Fricke-Teichmüller space to character variety of surface representations.
method Bending Fuchsian representations along a fixed measured lamination, proving equivariant symplectic embedding and properness.
result Continuous extension of bending map to Thurston boundary and geometric complexification.

Introduces tensor product for quiver representations and applies to stable bundles and character varieties.

problem Stability and classification of quiver bundles and their subvarieties.
method Definition of tensor product for quiver representations and application to stability and character varieties.
result Tensor products of polystable quiver bundles are polystable and provide insights into character varieties.

In 1993, Bismut and Zhang establish a mod Z embedding formula of Atiyah-Patodi-Singer reduced eta invariants. In this paper, we explain the hidden mod Z term as a spectral flow and extend this embedding formula to the equivariant family case. In this case, the spectral flow is generalized to the equivariant chern chara…

2017-06-21abs ↗pdf ↗

Neural Machine Translation (MT) has reached state-of-the-art results. However, one of the main challenges that neural MT still faces is dealing with very large vocabularies and morphologically rich languages. In this paper, we propose a neural MT system using character-based embeddings in combination with convolutional…

2016-03-02abs ↗pdf ↗

Given a 3 manifold M with torus boundary and an ideal triangulation, Yoshida and Tillmann give different methods to construct surfaces embedded in M from ideal points of the deformation variety. Yoshida builds a surface from twisted squares whereas Tillmann produces a spun-normal surface. We investigate the relation be…

2008-10-07abs ↗pdf ↗

Paper develops neural network for Mandarin polyphone disambiguation.

problem Homograph problem in Mandarin Chinese text-to-speech.
method Bidirectional RNN for context, prediction network for mapping embeddings to pronunciations.
result Achieves 94.69% accuracy on polyphonic character dataset.

The paper introduces the spirality character of the almost fiber part for a closed essentially immersed subsurface of a closed orientable aspherical 3-manifold, which generalizes an invariant due to Rubinstein and Wang. The subsurface is virtually embedded if and only if the almost fiber part is aspiral, and in this ca…

2014-06-18abs ↗pdf ↗

New coordinates for SL3-web graphs on surfaces defined by Fock-Goncharov.

problem Characterizing functions on SL3-character varieties of surfaces.
method Introduced tropical Fock-Goncharov coordinates based on Knutson-Tao rhombus inequalities and congruence conditions.
result Tropical coordinates naturally index the commutative algebra of functions on SL3-character varieties.

The paper solves a geometric P=W conjecture for SL(2,C) using Thurston's compactification.

problem Addressing the geometric P=W conjecture for SL(2,C) in projective compactifications of character varieties of closed surfaces.
method Using Thurston's compactification of Teichmüller space and new results, the paper constructs a projective compactification of the SL(2,C)-character variety of any closed surface of genus g>1.
result The boundary divisors are toric varieties and the dual intersection complex is a sphere.

Hybrid model learns novel handwritten characters better than neural or symbolic models alone.

problem Generating novel yet structured concepts.
method Neuro-symbolic model combining neural networks and probabilistic programs.
result Hybrid model outperforms alternative models in learning and generalizing novel handwritten characters.

The traceless SU(2)SU(2) character variety R(S2,{ai,bi}i=1n)R(S^2,\{a_i,b_i\}_{i=1}^n) of a 2n2n-punctured 2-sphere is the symplectic reduction of a Hamiltonian nn-torus action on the SU(2)SU(2) character variety of a closed surface of genus nn. It is stratified with a finite singular stratum and a top smooth symplectic stratum of dimens…

2015-11-01abs ↗pdf ↗

Paper studies invariants of knots using logarithmic Gauss maps and character varieties.

problem Understanding invariants of knots using logarithmic Gauss maps and character varieties.
method Develops a homological point of view on the slope using non-abelian representations.
result Defines a rational function on the character variety that unifies various known invariants.

Proof that SU(2)SU(2) character variety of genus 2 surface is CP3{\mathbb C} P^3.

problem Character variety structure of genus 2 surface.
method Differential topology, algebraic topology, SU(2)SU(2) representations.
result Character variety is homeomorphic to CP3{\mathbb C} P^3.

We describe the moduli space of stable rank 2 parabolic bundles over an elliptic curve with 3 marked points.

problem Characterize the moduli space of stable rank 2 parabolic bundles over an elliptic curve with marked points.
method Explicitly describe the moduli space as a blow-up of an embedded elliptic curve in (CP1)3(\mathbb{CP}^1)^3 and interpret it as the SU(2)SU(2) character variety of the 3-punctured torus.
result The moduli space Ms(X,3)M^s(X,3) can be described as a blow-up of an embedded elliptic curve in (CP1)3(\mathbb{CP}^1)^3 and interpreted as the SU(2)SU(2) character variety of the 3-punctured torus.

We propose several ways of reusing subword embeddings and other weights in subword-aware neural language models. The proposed techniques do not benefit a competitive character-aware model, but some of them improve the performance of syllable- and morpheme-aware models while showing significant reductions in model sizes…

2018-02-23abs ↗pdf ↗

We construct a new family, indexed by the odd integers N1N\geq 1, of (2+1)(2+1)-dimensional quantum field theories called {\it quantum hyperbolic field theories} (QHFT), and we study its main structural properties. The QHFT are defined for (marked) (2+1)(2+1)-bordisms supported by compact oriented 3-manifolds YY with a prop…

2006-11-16abs ↗pdf ↗

We construct a new family of exact quantum field theories modeled on hyperbolic geometry, called {\it quantum hyperbolic field theories} (QHFTs). The QHFTs are defined for a (2+1)(2+1)-bordism category based on the set of compact oriented 3-manifolds YY, equipped with properly embedded framed links $L_\Ff$ and with flat …

2004-09-16abs ↗pdf ↗

Character scheme of small Seifert 3-manifolds is reduced if and only if no exceptional abelian character exists.

problem Character scheme of small Seifert 3-manifolds and its reduction condition.
method Complete description of the SL2(C)-character scheme of small Seifert 3-manifolds.
result Character scheme is reduced if and only if no exceptional abelian character exists, and exceptional abelian character has multiplicity 2.

In this paper, we give a quantum interpretation of the Bismut-Chern character form (the loop space lifting of the Chern character form) as well as the Chern character form associated to a complex vector bundle with connection over a smooth manifold in the framework of supersymmetric quantum field theories developed by …

2007-11-24abs ↗pdf ↗

Study shows how certain knots and tori are detected by ideal points in character varieties.

problem Detecting essential twice-punctured tori in character varieties.
method Extending Tillmann's limiting character method to new families of knots and tori.
result Explicit determination of limiting characters at ideal points for specific knots and tori.

Background elimination for noisy character images or character images from real scene is still a challenging problem, due to the bewildering backgrounds, uneven illumination, low resolution and different distortions. We propose a stroke-based character reconstruction(SCR) method that use a weighted quadratic Bezier cur…

2018-06-23abs ↗pdf ↗

Computes dimensions of representation and character varieties for 2 and 3-dimensional orbifolds.

problem Computing dimensions of representation and character varieties for orbifolds.
method Analyzes varieties of representations and characters of hyperbolic and non-hyperbolic orbifolds, provides tools for computation.
result Shows that the dimension of a specific component of characters equals half the dimension of the variety of characters of the boundary.

Paper generates personalized fonts from a few characters.

problem Creating personalized fonts from a limited set of characters.
method Designs a network framework to extract and recombine character content and style using various neural networks.
result Generated characters are structurally similar to real characters.

We study some basic properties of the variety of characters in PSL(2,C) of a finitely generated group. In particular we give an interpretation of its points as characters of representations. We construct 3-manifolds whose variety of characters has arbitrarily many components that do not lift to SL(2,C). We also study t…

2003-02-07abs ↗pdf ↗

Study of quantum decorated character stacks and their quantizations.

problem Quantization of decorated character stacks and their compatibility with cutting and gluing.
method Using stratified factorization homology, extend Fock and Goncharov's construction to include stacky points.
result Construction of categorical charts and flips on quantum decorated character stacks.

Study character varieties of hyperbolic 3-manifolds using bundle methods.

problem Character varieties of hyperbolic 3-manifolds in once-punctured torus bundles.
method Restrict characters to the fibre and analyze branched covering maps.
result Infinite family of hyperbolic once-punctured bundles with unbounded genus.

Researchers describe character varieties for Hopf links, proving geometric properties.

problem Character variety geometry of Hopf links with nn twists.
method Geometric descriptions of irreducible and totally reducible representations.
result Complete geometric description of SU(2)\mathrm{SU}(2)-character variety for r=2r=2.

Study of SU(2,1) character varieties on one-holed torus.

problem Characterize representations of mapping class group on SU(2,1) character variety.
method Explicit description of SU(2,1) character variety, use of Farey graph adaptation, and mapping class group action analysis.
result Description of an open domain of discontinuity for mapping class group action.