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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.

169,341 papers · 148 categories

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3467101134 · May 202619922001200920182026
48 results for diffusion loops

Study small-time fluctuations for sub-Riemannian diffusion loops.

problem Analyzing fluctuations of sub-Riemannian diffusion processes.
method Analyzes small-time fluctuations of diffusion processes with sub-Riemannian structure, identifying degenerate and non-degenerate covariance matrices.
result Rescaled fluctuations converge to a non-degenerate limiting diffusion loop.

Two adaptive kernel selection methods improve the accuracy of Kernelized Diffusion Maps.

problem Selecting an appropriate kernel for Kernelized Diffusion Maps.
method Two complementary approaches: variational outer loop and unsupervised cross-validation.
result Both methods improve the quality and stability of the recovered eigenfunctions.

Diffusion models generate music sequences without autoregressive loops.

problem Generating music sequences from symbolic data using diffusion models.
method Parameterize discrete symbolic data in continuous latent space, train diffusion model, generate sequences through reverse process.
result Strong unconditional generation and post-hoc conditional infilling compared to autoregressive models.

Unified framework for decentralized bilevel optimization with various heterogeneity-correction strategies.

problem Decentralized bilevel optimization with neighborhood communications and data heterogeneity.
method SPARKLE: Single-loop Primal-dual Algorithm for decentralized bilevel optimization, incorporating various heterogeneity-correction techniques.
result Unified convergence analysis for SPARKLE with state-of-the-art convergence rates compared to existing algorithms.

EDGI improves sample efficiency and generalization in tasks with spatial and temporal symmetries.

problem Sample inefficiency and poor generalization in tasks with geometric symmetries.
method Equivariant Diffuser framework, SE(3)xZxSn-equivariant diffusion model.
result EDGI is more sample efficient and generalizes better than non-equivariant models.

New method uses diffusion models to optimize experimental design efficiently.

problem Optimizing experimental design for high-dimensional and complex settings.
method Introduces a pooled posterior distribution and uses diffusion-based samplers for efficient sampling and optimization.
result Extends Bayesian Optimal Experimental Design to practical scenarios.

New method disentangles shock diffusion on complex networks using graph planarity.

problem Difficult to identify shock sources and destinations in complex network dynamics.
method Combines vector autoregression with graph planarity to uniquely characterize shock propagation.
result Planarity of network allows statistical estimation of shock propagation paths.

The paper solves stochastic control problems with implicit objectives, finding equilibrium strategies.

problem Stochastic control problems with implicitly defined objectives leading to time-inconsistency.
method Closed-loop equilibrium solutions in a controlled diffusion framework, providing sufficient and necessary conditions.
result Explicit characterization of equilibrium portfolio strategies in terms of ordinary differential equations.

Model explains stock price bubbles through debt crises and financial crashes.

problem Analyzing financial fragility and stock price bubbles.
method Stock-flow consistent model integrating macroeconomic and financial market dynamics.
result Model demonstrates how credit expansion and crash risk lead to recurrent boom-bust cycles.

Modeling inter-bank lending and borrowing with delays to assess systemic risk.

problem Assessing systemic risk in a network of banks with delayed interactions.
method Linear-quadratic stochastic differential game with delay, open-loop and close-loop Nash equilibria.
result The delay in controls affects liquidity and systemic risk, leading to a higher likelihood of defaults.

Study interbank lending and borrowing dynamics with heterogeneous mean field model.

problem Modeling systemic risk in a network of banks with varying capitalization.
method Developed a mean field type model with coupled diffusions to describe log-capitalization evolution.
result Existence of Nash equilibria in large-scale heterogeneous interbank networks.

New data accumulation prevents model collapse in generative models.

problem Model collapse in generative models trained on their own outputs.
method Empirical study of language models, diffusion models, and variational autoencoders; analytically tractable framework for linear models.
result Accumulating synthetic data alongside real data avoids model collapse, preventing performance degradation.

Study loop ensembles on graphs, linking group theory and topology.

problem Understanding loop homotopy classes and homologies on graphs.
method Determined distributions of loop homotopy classes and homologies using the lower central series of the fundamental group.
result Distributions of loop homotopy classes and homologies defined by the lower central series of the fundamental group.

We produce skew loops -- loops having no pair of parallel tangent lines -- homotopic to any loop in a flat torus or other quotient of R^n. The interesting case here is n=3. More subtly for any n, we characterize the homotopy classes that will contain a skew loop having a specified loop in the unit sphere as tangent ind…

2007-01-31abs ↗pdf ↗

Using the relations between the theory of differentiable Bol loops and the theory of affine symmetric spaces we classify all connected differentiable Bol loops having an at most 99-dimensional semi-simple Lie group as the group topologically generated by their left translations. We show that all these Bol loops are is…

2015-07-01abs ↗pdf ↗

A skew loop is a closed curve without parallel tangent lines. We prove: The only complete surfaces in euclidean 3-space with a point of positive curvature and no skew loops are the quadrics. In particular, ellipsoids are the only closed surfaces without skew loops. We also prove results about skew loops on cylinders an…

2002-05-21abs ↗pdf ↗

Study shows looping a 6-manifold over a 4-manifold results in a product of loops on spheres.

problem Understanding the homotopy properties of 6-manifolds over 4-manifolds.
method Analyzes the homotopy equivalence and rational homotopy of the total space of a sphere bundle over a 4-manifold.
result Looping a 6-manifold over a 4-manifold is homotopy equivalent to a product of loops on spheres.

New theory defines invariants for framed 3-manifolds using trivalent graphs with self-loops.

problem Defining invariants for framed 3-manifolds with semi-simple Lie groups.
method Constructing graph complexes and cocycles, including self-loops, to define invariants.
result Higher-loop invariants can be defined by graph cocycles with or without self-loops.

Training-free looped transformers improve model performance without additional training.

problem Improving model performance without additional training or fine-tuning.
method A lightweight inference-time wrapper loops a contiguous mid-stack block of layers of a frozen checkpoint without additional fine-tuning.
result Our method improves model performance across various model families.

New definition of twisted 1-loop invariant using Ptolemy coordinates.

problem Defining and proving properties of twisted 1-loop invariants.
method Alternative definition via Jacobian of Ptolemy coordinates.
result Twisted 1-loop invariant equals adjoint twisted Alexander polynomial for hyperbolic once-punctured torus bundles.

Study the topology of loops of contactomorphisms and Legendrians in non-orderable manifolds.

problem Global topology of loops of contactomorphisms and Legendrians in non-orderable manifolds.
method Filtering loops by positivity and analyzing subspaces of the filtration.
result Homotopy groups of the space of loops are subgroups of the positive loops subspace.

This paper reformulates the pp-adic Littlewood Conjecture using infinite loops.

problem The pp-adic Littlewood Conjecture in number theory.
method Introducing infinite loops mod nn and linking them to the conjecture.
result A real number αα is a counterexample to the pp-adic Littlewood Conjecture if and only if pkαp^kα is an infinite loop mod pmp^m for all kk.

A central extension of the loop group of a Lie group is called transgressive, if it corresponds under transgression to a degree four class in the cohomology of the classifying space of the Lie group. Transgressive loop group extensions are those that can be explored by finite-dimensional, higher-categorical geometry ov…

2015-02-17abs ↗pdf ↗

Study Brownian loops on hyperbolic surfaces, linking to Selberg zeta function.

problem Understanding Brownian loops on hyperbolic surfaces and their relation to Selberg zeta function.
method Computed mass of loops and related to Selberg zeta function for geometrically finite surfaces.
result Relate total loop mass to Selberg zeta function, providing probabilistic interpretations of determinants.

We show the Chas-Sullivan product (on the homology of the free loop space of a Riemannian manifold) is related to the Morse index of its closed geodesics. We construct related products in the cohomology of the free loop space and of the based loop space, and show they are nontrivial.

2007-07-24abs ↗pdf ↗

We introduce various versions of spin structures on free loop spaces of smooth manifolds, based on a classical notion due to Killingback, and additionally coupled to two relations between loops: thin homotopies and loop fusion. The central result of this article is an equivalence between these enhanced versions of spin…

2014-03-22abs ↗pdf ↗