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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.

168,742 papers · 148 categories

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48 results for Riemannian similarity learning

Proposes spherical text embedding for better directional similarity.

problem Directional similarity is more effective but unsupervised text embeddings are typically learned in Euclidean space.
method Develops a spherical generative model and an efficient optimization algorithm for unsupervised word and paragraph embeddings.
result Achieves state-of-the-art performances on various text embedding tasks.

We propose a solution to the problem of estimating a Riemannian metric associated with a given differentiable manifold. The metric learning problem is based on minimizing the relative volume of a given set of points. We derive the details for a family of metrics on the multinomial simplex. The resulting metric has appl…

2012-10-19abs ↗pdf ↗

MSA compares neural representations' intrinsic geometry for better understanding.

problem Existing similarity measures fail to capture subtle distinctions between neural network solutions.
method Metric similarity analysis (MSA) using Riemannian geometry.
result MSA can disentangle features of neural computations and compare nonlinear dynamics.

EMDE efficiently estimates manifold densities for diverse recommendation systems.

problem Efficiently estimating manifold densities for multi-modal recommendation systems.
method EMDE (Efficient Manifold Density Estimator) framework for arbitrary vector representations.
result Established new state-of-the-art results in top-k and session-based recommendation settings.

Unified understanding of neural representation similarity measures.

problem Fragmented research landscape of neural network similarity measures.
method Observation and exploration of connections between shape distances and normalized Bures similarity.
result Cosine of the Riemannian shape distance equals normalized Bures similarity.

Study on self-similar sets on Riemannian manifolds with new separation conditions.

problem Analyzing self-similar sets on Riemannian manifolds with new separation conditions.
method Formulated weak separation and finite type conditions for conformal iterated function systems on Riemannian manifolds.
result Obtained formulas for Hausdorff dimensions of self-similar and graph self-similar sets.

Fast and accurate methods for low-rank learning problems.

problem Partial singular value decomposition and numerical rank estimation of huge matrices.
method Krylov subspaces and Ritz vectors for fast and accurate solutions.
result Advantages over traditional methods in accuracy and speed.

Study on transverse Ricci solitons on compact foliated manifolds.

problem Characterizing transverse Ricci solitons on compact foliated manifolds.
method Investigation of self-similar solutions of the transverse Ricci flow, analysis of taut Riemannian foliations.
result Established relations between taut Riemannian foliations and transverse Ricci solitons, found examples of transverse Ricci solitons.

Zero-energy orbits in the Kepler-Heisenberg problem are self-similar and stratify into three families.

problem Determining the motion of a planet around a sun in the Heisenberg group.
method Analysis of the sub-Riemannian Hamiltonian and sub-Laplacian dynamics.
result Zero-energy orbits are self-similar and stratify into future collision, past collision, and quasi-periodic families.

We prove that any Riemannian two-sphere with area at most 1 can be continuously mapped onto a tree in a such a way that the topology of fibers is controlled and their length is less than 7.6. This result improves previous estimates and relies on a similar statement for Riemannian two-disks.

2014-01-28abs ↗pdf ↗

A similarity structure on a connected manifold M is a Riemannian metric on its universal cover such that the fundamental group of M acts by similarities. If the manifold M is compact, we show that the universal cover admits a de Rham decomposition with at most two factors, one of which is Euclidean. Very recently, afte…

2015-07-20abs ↗pdf ↗

Generalized Lagrange-Weyl structures and compatible connections are introduced as a natural generalization of similar notions from Riemannian geometry. Exactly as in Riemannian case, the compatible connection is unique if certain symmetry conditions with respect to vertical and horizontal Christoffel symbols are impose…

2006-05-24abs ↗pdf ↗

CAMEL enhances manifold embedding and learning with curvature metrics.

problem High-dimensional data classification, dimension reduction, and visualization.
method CAMEL uses a Riemannian manifold with curvature metrics for enhanced expressibility and interpretability.
result CAMEL outperforms state-of-the-art methods on high-dimensional datasets.

The curvature discussed in this paper is a rather far going generalization of the Riemannian sectional curvature. We define it for a wide class of optimal control problems: a unified framework including geometric structures such as Riemannian, sub-Riemannian, Finsler and sub-Finsler structures; a special attention is p…

2013-06-22abs ↗pdf ↗

We derive general structure and rigidity theorems for submetries f:MXf: M \to X, where MM is a Riemannian manifold with sectional curvature secM1\sec M \ge 1. When applied to a non-trivial Riemannian submersion, it follows that diamXπ/2diam X \leq π/2 . In case of equality, there is a Riemannian submersion SM\mathbb{S} \to M fro…

2014-04-14abs ↗pdf ↗

In this paper, we prove that the LpL^p essential spectra of the Laplacian on functions are [0,+)[0,+\infty) on a non-compact complete Riemannian manifold with non-negative Ricci curvature at infinity. The similar method applies to gradient shrinking Ricci soliton, which is similar to non-compact manifold with non-negative…

2010-03-12abs ↗pdf ↗

Study Ricci flows on manifolds, proving they behave like self-similar solutions and confirming a conjecture.

problem Understanding the behavior of Ricci flows on higher-dimensional manifolds.
method Analyzing nn-dimensional Ricci flows with non-negative Ricci curvature, starting at metric cones.
result Ricci flows behave like self-similar solutions up to an exponential error in time.

We construct a decomposition of the identity operator on a Riemannian manifold MM as a sum of smooth orthogonal projections subordinate to an open cover of MM. This extends a decomposition of the real line by smooth orthogonal projection due to Coifman, Meyer and Auscher, Weiss, Wickerhauser, and a similar decomposit…

2018-03-09abs ↗pdf ↗

The paper establishes gradient estimates for harmonic and heat equation solutions on manifolds with boundary.

problem Gradient estimates for harmonic and heat equation solutions on manifolds with boundary.
method Yau and Souplet-Zhang type gradient estimates for harmonic and heat equation solutions under Dirichlet boundary condition.
result Established gradient estimates for harmonic and heat equation solutions on manifolds with boundary.

We study Riemannian metrics on Lie groupoids in the relative setting. We show that any split fibration between proper groupoids can be made Riemannian, and we use these metrics to linearize proper groupoid fibrations. As an application, we derive rigidity theorems for Lie groupoids, which unify, simplify and improve si…

2016-01-21abs ↗pdf ↗

This paper constructs charged Riemannian manifolds to test Penrose inequality.

problem Testing the Riemannian Penrose Inequality with charged manifolds.
method Constructing asymptotically hyperbolic or Euclidean extensions with electric charge.
result Suggests instability of the generalized Riemannian Penrose Inequality.

In this paper, we establish universal inequalities for eigenvalues of the clamped plate problem on compact submanifolds of Euclidean spaces, of spheres and of real, complex and quaternionic projective spaces. We also prove similar results for the biharmonic operator on domains of Riemannian manifolds admitting spherica…

2010-01-27abs ↗pdf ↗

We study the geometry and topology of Riemannian 3-orbifolds which are locally volume collapsed with respect to a curvature scale. We show that a sufficiently collapsed closed 3-orbifold without bad 2-suborbifolds either admits a metric of nonnegative sectional curvature or satisfies Thurston's Geometrization Conjectur…

2011-01-19abs ↗pdf ↗

Given a Riemannian space NN of dimension nn and a field DD of symmetric endomorphisms on NN, we define the extension MM of NN by DD to be the Riemannian manifold of dimension n+1n+1 obtained from NN by a construction similar to extending a Lie group by a derivation of its Lie algebra. We find the conditions on $…

2018-10-21abs ↗pdf ↗

Study fixed angle inverse scattering with Riemannian metrics, proving uniqueness and stability.

problem Inverse scattering problem with Riemannian metrics.
method Direct problem via progressing wave expansion; inverse problem using symmetry assumptions.
result Uniqueness and stability results for inverse scattering with Riemannian metrics.

A new model encodes distances and topology in latent variables.

problem Modeling dissimilarity data with latent variables and invariances.
method Isometric Gaussian Process Latent Variable Model using Riemannian geometry and variational inference.
result The model can encode invariances in learned manifolds.