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

4138271,2401,653 · Jun 202019922001200920172026
48 results for Conjugate Learning Theory

Paper describes how to extend multiple conjugation quandles using maps.

problem Understanding affine extensions of multiple conjugation quandles.
method Introduces augmented MCQ Alexander pairs for affine extensions.
result Affine extensions of multiple conjugation quandles can be described by quadruples of maps.

Geometric approach uses Bäcklund transformations to create integrable discrete analogs of surface nets.

problem Creating integrable discrete analogs of surface nets and conjugate nets.
method Interpreting classical differential geometry results through Bäcklund transformations and applying permutability properties.
result Integrable discrete analogs of asymptotic and conjugate nets are constructed.

Classifies good involutions in conjugation subquandles and racks.

problem Classifying quandles with good involutions for applications in surface-knot theory.
method Study of subquandles of conjugation quandles, including core quandles; analysis of good involutions of faithful racks.
result Sharp bounds on the number of good involutions of racks in these families.

The paper studies conjugating complex representations into real ones.

problem Understanding representations of surface groups into complex Lie groups.
method Analyzes representations of finitely generated groups into PGL(k,C)PGL(k, \mathbb{C}) and determines conjugacy conditions.
result Identifies representations in the larger variety that are conjugate in PGL(k,C)PGL(k, \mathbb{C}) to a representation in PGL(k,R)PGL(k, \mathbb{R}).

The paper defines Fenchel conjugate and biconjugate on Hadamard manifolds.

problem Defining Fenchel conjugate and biconjugate on curved spaces.
method Introduced a new definition of Fenchel conjugate and biconjugate on Hadamard manifolds based on the tangent bundle.
result Developed a Fenchel-Moreau Theorem for geodesically convex functions on Hadamard manifolds.

The paper introduces a new framework to understand and optimize deep neural networks.

problem Understanding and optimizing the trainability and generalization of deep neural networks.
method Developed a conjugate learning theoretical framework based on convex conjugate duality.
result Demonstrated that training deep neural networks with SGD achieves global optima of empirical risk.

We consider minimal immersions in MxR. We study existence and uniqueness of associate and conjugate isometric immersions to a given minimal surface. We use the theory of univalent harmonic map between surfaces. Then we study the geometry of associate minimal vertical graphs. We prove that an associate surface of a vert…

2005-12-06abs ↗pdf ↗

Unified Kantorovich duality for multimarginal optimal transport on Polish spaces.

problem Optimal transport of multiple probability distributions.
method Unified Kantorovich duality theory for multimarginal optimal transport on general Polish product spaces.
result Unified duality theory for multimarginal optimal transport, extending classical two-marginal conjugacy.

The paper tackles efficient computation of optimal transport by approximating conjugates with amortized optimization.

problem Efficient computation of convex conjugates in optimal transport is challenging and limits the quality of transport maps.
method The approach combines amortized approximations of conjugates with a fine-tuning solver to improve transport map quality.
result The method significantly improves the quality of transport maps for the Wasserstein-2 benchmark and models many 2D couplings and flows.

Bavard proved a duality theorem between commutator length and quasimorphisms. Burago, Ivanov and Polterovich introduced the notion of a conjugation-invariant norm which is a generalization of commutator length. Entov and Polterovich proved that Oh-Schwarz spectral invariants are subset-controlled quasimorphisms which a…

2016-06-06abs ↗pdf ↗

Study of symmetries in 2D Yang-Mills theory, including orbifolds and higher forms.

problem Understanding symmetries and anomalies in 2D Yang-Mills theory.
method Combining continuum methods, topological defects, and higher gauge theory.
result Unified description of higher and lower form gauge fields, identifying spontaneous symmetry breaking.

We address the challenge of effective exploration while maintaining good performance in policy gradient methods. As a solution, we propose diverse exploration (DE) via conjugate policies. DE learns and deploys a set of conjugate policies which can be conveniently generated as a byproduct of conjugate gradient descent. …

2019-02-10abs ↗pdf ↗

NeuralIF uses neural networks to improve preconditioning for faster CG convergence.

problem Improving convergence of conjugate gradient method for large-scale sparse systems.
method Data-driven approach using graph neural networks to generate incomplete factorization.
result Data-driven preconditioners accelerate convergence of conjugate gradient method.

The paper studies pp-harmonic functions and their conjugates, showing they converge to calibrations of laminations.

problem Behavior of qq-harmonic functions and their conjugates in the limit as qo1q o 1.
method Analysis of pp-harmonic conjugates and their convergence to calibrations of laminations.
result The laminations calibrated by the limiting pp-harmonic conjugates are exactly those arising from the 11-Laplacian.

We consider oriented knots and links in a handlebody of genus gg through appropriate braid representatives in S3S^3, which are elements of the braid groups Bg,nB_{g,n}. We prove a geometric version of the Markov theorem for braid equivalence in the handlebody, which is based on the LL-moves. Using this we then prove tw…

2004-05-26abs ↗pdf ↗

We compute the equivariant KK-theory KG(G)K_G^*(G) for a simply connected Lie group GG (acting on itself by conjugation). We prove that KG(G)K_G^*(G) is isomorphic to the algebra of Grothendieck differentials on the representation ring. We also study a special example of a non-simply connected Lie group GG, namely PSU(3),…

1997-10-30abs ↗pdf ↗

A quandle is a set that has a binary operation satisfying three conditions corresponding to the Reidemeister moves. Homology theories of quandles have been developed in a way similar to group homology, and have been applied to knots and knotted surfaces. In this paper, a homology theory is defined that unifies group an…

2015-06-27abs ↗pdf ↗

For several decades, the no-arbitrage (NA) condition and the martingale measures have played a major role in the financial asset's pricing theory. We propose a new approach for estimating the super-replication cost based on convex duality instead of martingale measures duality: Our prices will be expressed using Fenche…

2018-07-12abs ↗pdf ↗

This paper tackles global Nash equilibrium in non-convex multi-player games.

problem Challenges in finding global Nash equilibrium due to non-convexity.
method Conjugate transformation and variational inequality formulation to prove existence and design algorithms.
result Designs an ODE-based algorithm with exponential convergence rate and proves its effectiveness in practical scenarios.

Sturm theory applied to symplectic geometry and mechanics.

problem Detecting geometric properties of solutions in symplectic geometry and mechanics.
method Generalization of symplectic Sturm theory to Hamiltonians and application to semi-Riemannian manifolds and singular Lagrangian systems.
result Detection of conjugate and focal points on semi-Riemannian manifolds and geometrical properties of solutions space.

The paper defines subdifferentials on Hadamard manifolds and identifies conditions for Fenchel conjugate equality.

problem Understanding convex analysis on Riemannian manifolds.
method Using Busemann functions to define subdifferentials and investigate Fenchel conjugate equality.
result Identifies conditions for equality in the Fenchel-Young inequality on Hadamard manifolds.

Classifies surfaces supporting alignable nets with geodesic and conjugate properties.

problem Classifying surfaces with specific geometric properties.
method Cartan's theory of moving frames, coordinate-free classification, explicit immersion formulas.
result Two classes of alignable Voss surfaces, each with two two-parameter families, including one with an isothermal-conjugate geodesic net.

The paper provides guarantees for a tangent transform algorithm in logistic regression models.

problem Finding theoretical guarantees for statistical optimality and algorithmic convergence in non-conjugate models.
method Exploiting convex duality and minorizing the marginal likelihood, the paper derives non-asymptotic upper bounds and convergence guarantees for a tangent transform algorithm in logistic regression models.
result The tangent transform algorithm is shown to be locally asymptotically stable without assumptions on the data-generating process.

Develops multi-modal neural network models for improved prediction and uncertainty quantification.

problem Improving prediction accuracy and uncertainty quantification for multi-modal data.
method Multi-modal Bayesian neural network models with conjugate last-layer estimation using SVI.
result Improved prediction accuracy and uncertainty quantification compared to uni-modal models.

Improved Gaussian process regression with tighter log marginal likelihood bounds.

problem Improving predictive performance in Gaussian process regression models.
method Lower bound on log marginal likelihood using conjugate gradients.
result Improved predictive performance compared to other conjugate gradient based approaches.

The paper studies quandles of hyperbolic 3-space isometries.

problem Investigating quandles of hyperbolic 3-space isometries.
method Introducing a new quandle Q(Γ,γ)Q(Γ, γ) and constructing a canonical map to the conjugate quandle.
result The canonical map from Q(Γ,γ)Q(Γ, γ) to the conjugate quandle is injective and has a discrete image.

New method speeds up inference for non-conjugate Gaussian processes.

problem Inference for non-conjugate Gaussian processes is slow and unreliable.
method Automated augmented conjugate inference method that constructs auxiliary variables to make the model conditionally conjugate.
result Our method is up to two orders of magnitude faster and more robust than existing methods.

We introduce a multiple conjugation biquandle, and show that it is the universal algebra to define a semi-arc coloring invariant for handlebody-links. A multiple conjugation biquandle is a generalization of a multiple conjugation quandle. We extend the notion of nn-parallel biquandle operations for any integer nn, an…

2017-02-05abs ↗pdf ↗

The paper studies Jacobi fields and conjugate points in projective sprays.

problem Investigating Jacobi fields and conjugate points in projective sprays.
method Proved that conjugate points are preserved under projective changes and established conditions for the existence of conjugate points.
result Conditions for the existence of conjugate points in projectively deformed sprays.

Given a Lorentzian manifold (M,g)(M,g), a geodesic γγ in MM and a timelike Jacobi field Y\mathcal Y along γγ, we introduce a special class of instants along γγ that we call Y\mathcal Y-pseudo conjugate (or focal relatively to some initial orthogonal submanifold). We prove that the Y\mathcal Y-pseudo conjugate insta…

2007-11-19abs ↗pdf ↗

For a surface group, a new bound is given for conjugator length function.

problem Finding an explicit bound for the conjugator length function of a surface group.
method Detailed analysis of conjugation reductions.
result An explicit bound n1CL(2n)n+8g1n-1 \leq \mathrm{CL}(2n) \leq n+8g-1 for the conjugator length function of a surface group.

The study examines Hopfian properties of conjugation quandles and their underlying groups.

problem Understanding the relationship between Hopfian properties of conjugation quandles and their underlying groups.
method Examined Hopfian and residual finiteness properties of conjugation quandles of specific groups.
result Conjugation quandles of Baumslag-Solitar groups are infinitely generated and not necessarily Hopfian.