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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.

169,341 papers · 148 categories

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151302453604 · Jun 202019922001200920182026
48 results for Givens representation

Bayesian inference on orthogonal matrices using Givens representation.

problem Posterior inference in models with orthogonal matrix parameters.
method Givens representation for posterior inference over the Stiefel manifold.
result Effective methods for transforming densities over the Stiefel manifold into Euclidean space.

Given a knot and an SL(n,C) representation of its group that is conjugate to its dual, the representation that replaces each matrix with its inverse-transpose, the associated twisted Reidemeister torsion is reciprocal. An example is given of a knot group and SL(3,Z) representation that is not conjugate to its dual for …

2009-05-15abs ↗pdf ↗

This paper explores the complexity of learning representations in contextual linear bandits.

problem Understanding the complexity of representation learning in contextual linear bandits.
method Systematic approach to representation learning in contextual linear bandits, focusing on instance-dependent perspective.
result Representation learning is fundamentally more complex than linear bandits, with some cases being arbitrarily harder.

The paper proposes a deep learning technique for structured and composable representations.

problem Learning structured and composable representations from input images and discrete labels.
method End-to-end deep learning to learn representations based on distance estimates between class label and contextual information.
result The representations have a clear structure allowing for class and environment decomposition.

Estimates the capacity of face representations, providing upper bounds for automatic face recognition.

problem Estimating how many identities a face representation can resolve.
method Formulated as packing bounds on a low-dimensional manifold embedded in a deep representation space, accounting for manifold structure and noise.
result Demonstrated upper bounds of 2.7×10^4 and 8.4×10^4 for FaceNet and SphereFace at a FAR of 1%, respectively.

Proposes a new framework for image generation using classification latent space representations.

problem Combining discriminative and dense representations for image generation and reconstruction.
method Discriminative modeling framework using manipulated supervised latent representations.
result Higher classification accuracy and visually realistic image generation compared to existing models.

CNNs improve medical image classification with few samples.

problem Classifying medical images with limited training data.
method Transfer learning using CNNs, representation extraction, and a novel metric for performance prediction.
result CNN-based transfer learning outperforms feature-based methods with high correlation to test set performance.

The paper studies volumes of representations and their applications in mapping degrees.

problem Assigning volumes to representations of Lie groups and their applications.
method Investigates volumes of representations for contractible homogeneous spaces with invariant volume forms.
result The set of volumes is finite for any given manifold under certain conditions.

The paper finds discrete real specializations of braid group representations using Salem numbers.

problem Finding discrete real specializations of braid group representations.
method Using Salem numbers to find discrete real specializations of sesquilinear representations of braid groups.
result Details on the commensurability of target groups are provided.

Extending braid group representations to singular braid monoids and groups.

problem Extending braid group representations to singular braid monoids and groups.
method Investigating the extension of representations from braid groups to singular braid monoids and groups, and computing defects.
result Constructing a linear representation of the singular braid group that is an extension of the Lawrence-Krammer-Bigelow representation and computing its defect.

In this paper, we present a study on the prolongations of representations of Lie algebras. We show that a tangent bundle of a given Lie algebra attains a Lie algebra structure. Then, we prove that this tangent bundle is algebraically isomorphic to the Lie algebra of a tangent bundle of a Lie group. Using these, we defi…

2013-10-08abs ↗pdf ↗

In this paper we give a geometrically invariant spinorial representation of surfaces in four-dimensional space forms. In the Euclidean space, we obtain a representation formula which generalizes the Weierstrass representation formula of minimal surfaces. We also obtain as particular cases the spinorial characterization…

2012-10-28abs ↗pdf ↗

New representations defined for groups and graphs, with applications to stable representations.

problem Defining and constructing new types of representations for groups and graphs.
method Introducing (R,Λ)(R,Λ)-directed Anosov representations and using Fock-Goncharov positivity to construct them.
result Constructs large families of primitive stable representations from F2F_2 to PGL(V)\mathrm{PGL}(V), including non-discrete and non-faithful examples.

We establish a relationship between two different generalizations of Lie algebroid representations: representation up to homotopy and Vaintrob's Lie algebroid modules. Specifically, we show that there is a noncanonical way to obtain a representation up to homotopy from a given Lie algebroid module, and that any two rep…

2011-07-07abs ↗pdf ↗

High-dimensional components found in knot group representations.

problem Characterizing high-dimensional components in knot group representations.
method Analyzing (n1)(n-1)-dimensional components and proving existence for sufficiently large nn.
result Existence of high-dimensional components in SL(n,C)\operatorname{SL}(n,\Bbb{C})-character varieties for hyperbolic knots.

McShane identities extended to nonorientable surfaces and Klein bottles.

problem Extending McShane identities to nonorientable surfaces and Klein bottles.
method Generalization of Norbury's McShane identity to quasifuchsian representations of nonorientable surfaces and Klein bottles.
result McShane identities generalized to quasifuchsian representations of nonorientable surfaces and Klein bottles.

This paper addresses law invariant coherent risk measures and their Kusuoka representations. By elaborating the existence of a minimal representation we show that every Kusuoka representation can be reduced to its minimal representation. Uniqueness -- in a sense specified in the paper -- of the risk measure's Kusuoka r…

2012-10-26abs ↗pdf ↗

The paper proposes an algorithm to learn causal state representations for partially observable environments.

problem Learning task-agnostic state abstractions in partially observable environments.
method The approach involves learning approximate causal state representations from RNNs trained to predict observations given the history.
result The learned state representations are useful for efficient policy learning in reinforcement learning problems with rich observation spaces.

Twisted Alexander invariants have been defined for any knot and linear representation of its group. The invariants are generalized for any periodic representation of the commutator subgroup of the knot group. Properties of the new twisted invariants are given. Under suitable hypotheses, reciprocality and bounds on the …

2010-06-21abs ↗pdf ↗

The Burau representation of 3-strand braid group modulo p is determined and shown to be faithful for small p.

problem Determining the faithfulness of the Burau representation of B3B_3 modulo pp.
method Algorithm and proof for faithfulness, solving Salter's question for all p.
result The Burau representation of B3B_3 modulo pp is faithful for p13p \leq 13 and for all pp.

In this paper, we introduce a study of prolongations of homogeneous vector bundles. We give an alternative approach for the prolongation. For a given homogeneous vector bundle E, we obtain a new homogeneous vector bundle. The homogeneous structure and its corresponding representation are derived. The prolongation of in…

2013-10-07abs ↗pdf ↗

Study subgroup actions on mapping class groups using Heisenberg representations.

problem Untwisting representations of mapping class groups on Heisenberg subgroups.
method Restrict and analyze twisted representations of mapping class groups to Heisenberg subgroups.
result Untwisting representations on Torelli group for any Heisenberg representation.

Survey on robust data representation learning from a knowledge flow perspective.

problem Learning robust visual representation from noisy, incomplete or mismatched data.
method Low-rank modeling for robust knowledge recovery, transfer, and fusion.
result Unified formulation for robust knowledge discovery and transfer/fusion.

When two boundary-parabolic representations of knot groups are given, we introduce the connected sum of these representations and show several natural properties including the unique factorization property. Furthermore, the complex volume of the connected sum is the sum of each complex volumes modulo iπ2iπ^2 and the twi…

2014-12-22abs ↗pdf ↗

Study genus-three Torelli maps and their fixed point sets in representation varieties.

problem Understanding fixed point sets and representation varieties of genus-three Torelli maps.
method Analyzing fixed point sets and representation varieties of powers of bounding pair maps.
result Determined the number of connected components of fixed point sets and representation varieties.

Low dimensional representations of words allow accurate NLP models to be trained on limited annotated data. While most representations ignore words' local context, a natural way to induce context-dependent representations is to perform inference in a probabilistic latent-variable sequence model. Given the recent succes…

2015-02-13abs ↗pdf ↗

In this paper, we introduce a study of prolongations of representations of Lie groups. We obtain a faithful (one-to-one) representation of TG where G is a finite-dimensional Lie group and TG is the tangent bundle of G, by using (not necessarily faithful) representations of G. We show that tangent functions of Lie group…

2013-10-08abs ↗pdf ↗

We generalize a theorem of Burde and de Rham characterizing the zeros of the Alexander polynomial. Given a representation of a knot group ππ, we define an extension of ππ, the Crowell group. For any GL(n,C) representation of ππ, the zeros of the associated twisted Alexander polynomial correspond to representations o…

2009-08-16abs ↗pdf ↗