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.

168,695 papers · 148 categories

Trend · papers per month

14284155 · Jun 202019922001200920172026
48 results for abstract categories

Connections are an important tool of differential geometry. This paper investigates their definition and structure in the abstract setting of tangent categories. At this level of abstraction we derive several classically important results about connections, including the Bianchi identities, identities for curvature and…

2016-10-27abs ↗pdf ↗

Study investigates how simple speech sounds can form abstract categories.

problem How do abstract categories like phonemes emerge from speech exposure?
method Used modeling techniques to test Memory-Based Learning and Error-Correction Learning.
result Error-Correction Learning models can learn abstractions, identifying phone inventory and grouping.

The paper develops a framework for abstracting causal models using category theory.

problem Difficulties in changing the variables used to describe a system, especially from fine-grained to coarse-grained.
method Introduces a category of interventional causal models and uses enriched category theory to prove compositionality properties.
result Compositionality of model transformations is established, with bounded errors for each step.

This paper shows vector bundles and differential bundles are equivalent in smooth manifolds.

problem Characterizing vector bundles in smooth manifolds.
method Introducing differential bundles in a tangent category and proving equivalence with vector bundles in smooth manifolds.
result Differential bundles in smooth manifolds are equivalent to vector bundles.

Abstract: Tangent categories get a Cartan calculus with scalar multiplication by a commutative ring.

problem Constructing a Cartan calculus in tangent categories.
method Define scalar multiplication by a commutative ring object RR to equip tangent bundles with RR-module structure.
result Every object in tangent categories carries a Cartan calculus of Lie-Rinehart forms.

Abstract: Mapping class groups act on cohomology of surfaces via Hochschild cohomology.

problem Understanding the action of mapping class groups on cohomology of surfaces.
method Associate cochain complexes to surfaces, with mapping class groups acting projectively on cohomology.
result Projective action of mapping class groups on Hochschild cohomology of Hopf algebras.

This paper focuses on a new task, i.e., transplanting a category-and-task-specific neural network to a generic, modular network without strong supervision. We design a functionally interpretable structure for the generic network. Like building LEGO blocks, we teach the generic network a new category by directly transpl…

2019-01-21abs ↗pdf ↗

DisCoPyro combines category theory with machine learning for program learning.

problem Applying category theory to machine learning tasks.
method Introducing DisCoPyro, a framework combining categorical structures with amortized variational inference.
result DisCoPyro can be applied in program learning for variational autoencoders and potentially contributes to AGI.

In the past few years, neural abstractive text summarization with sequence-to-sequence (seq2seq) models have gained a lot of popularity. Many interesting techniques have been proposed to improve seq2seq models, making them capable of handling different challenges, such as saliency, fluency and human readability, and ge…

2018-12-05abs ↗pdf ↗

The abstract defines G2G_2-structures and connects them to octonion algebras.

problem Classifying G2G_2-structures and understanding their geometric properties.
method Established an isomorphism between G2G_2-structures and octonion algebras over C(M)C^\infty(M).
result The classification of G2G_2-structures agrees with a parametrisation of octonion algebras with isometric norm.

Tangent categories are categories equipped with a tangent functor: an endofunctor with certain natural transformations which make it behave like the tangent bundle functor on the category of smooth manifolds. They provide an abstract setting for differential geometry by axiomatizing key aspects of the subject which all…

2016-06-27abs ↗pdf ↗

The abstract generalizes a construction for splitting supermanifolds and studies Lie supergroup cases.

problem Splitting supermanifolds and understanding their structure.
method Using nn-fold vector bundles and graded manifolds, the abstract generalizes a construction for splitting supermanifolds.
result The images of these embeddings into the category of graded manifolds satisfy universal properties of graded coverings or semicoverings for Lie supergroups and Lie superalgebras.

We consider differentiable maps in the setting of Abstract Differential Geometry and we study the conditions that ensure the uniqueness of differentials in this setting. In particular, we prove that smooth maps between smooth manifolds admit a unique differential, coinciding with the usual one. Thus smooth manifolds fo…

2013-11-25abs ↗pdf ↗

The abstract discusses new 3-manifold invariants and ETQFTs from Lie superalgebra representations.

problem Developing new 3-manifold invariants and ETQFTs from Lie superalgebra representations.
method Examining two m-traces in the category of representations over quantum sl(mn)\mathfrak{sl}(m|n), considering quotients, and conjecturing generalizations.
result Quotients of perturbative modules over quantum sl(mn)\mathfrak{sl}(m|n) lead to 3-manifold invariants and ETQFTs.

The abstract introduces a new AA_\infty duality via LSFT algebra.

problem Legendrian knot duality and its AA_\infty extension.
method Using Ng's LSFT algebra, the abstract upgrades duality to a quasi-isomorphism of AA_\infty bimodules over Aug+\mathcal{A}ug_+.
result Explicit construction of homotopy inverse for the AA_\infty Sabloff map.

In the present paper we give a new method for converting virtual knots and links to virtual braids. Indeed the braiding method given in this paper is quite general, and applies to all the categories in which braiding can be accomplished. We give a unifying topological interpretation of virtuals and flats (virtual strin…

2004-07-21abs ↗pdf ↗

The abstract formulates and proves a categorification of Robertson's conjecture.

problem The homology of graph braid groups and their universal finite generation.
method Categorification of Robertson's conjecture and analysis of configuration spaces of graphs.
result Existence of a finite list of atomic graphs generating the homology of configuration spaces of graphs.

This paper gives a new interpretation of the virtual braid group in terms of a strict monoidal category SC that is freely generated by one object and three morphisms, two of the morphisms corresponding to basic pure virtual braids and one morphism corresponding to a transposition in the symmetric group. The key to this…

2011-03-16abs ↗pdf ↗

The abstract describes a strategy to construct reduced Khovanov homology for links in lens spaces.

problem Constructing reduced Khovanov homology for links in lens spaces.
method Generalizing a symplectic interpretation of reduced Khovanov homology for links in S3S^3 and constructing cochain complexes for links in S3S^3 and S2imesS1S^2 imes S^1.
result The cohomology of the constructed cochain complex for links in S2imesS1S^2 imes S^1 may be a link invariant.

The abstract discusses transversality for infinite dimensional manifolds.

problem Transversality for infinite dimensional Fréchet manifolds.
method Constructing degree of nonlinear Fredholm mappings using transversality results.
result Proof of rank theorem, invariance of domain theorem, and Bursuk-Ulam type theorem.

Introduces fat Lie theory for Lie groupoids and algebroids.

problem Representation theory of Lie groupoids and algebroids.
method Introduces fat extensions and abstract 2-term representations up to homotopy (ruths). Establishes correspondences and equivalences.
result One-to-one correspondence between fat extensions and abstract 2-term representations up to homotopy.

Machine learning has made major advances in categorizing objects in images, yet the best algorithms miss important aspects of how people learn and think about categories. People can learn richer concepts from fewer examples, including causal models that explain how members of a category are formed. Here, we explore the…

2019-04-17abs ↗pdf ↗

Study develops a new algorithm for assessing clinical trial abstracts.

problem Limited tools for assessing qualitative statements in clinical research.
method Developed a three-class sentiment classification algorithm using BERT model.
result Algorithm achieved 91.3% classification accuracy and 0.92 macro F1-Score.

A number of recent approaches to policy learning in 2D game domains have been successful going directly from raw input images to actions. However when employed in complex 3D environments, they typically suffer from challenges related to partial observability, combinatorial exploration spaces, path planning, and a scarc…

2016-12-01abs ↗pdf ↗

Hierarchical nucleation patterns emerge in deep neural network layers.

problem Understanding the generation of meaningful representations in deep neural networks.
method Analysis of the probability density of ImageNet dataset across hidden layers.
result Density peaks in subsequent layers mirror the semantic hierarchy of concepts, resembling nucleation process.

We shall give an axiomatic construction of Wess-Zumino-Witten actions valued in (G=SU(N)), (N\geq 3). It is realized as a functor ({WZ}) from the category of conformally flat four-dimensional manifolds to the category of line bundles with connection that satisfies, besides the axioms of a topological field theory, the …

2001-05-11abs ↗pdf ↗