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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.

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48 results for slice regular functions

Study slice-regular polynomial functions via twistor space group actions.

problem Characterize slice-regular functions and their polynomial subclasses.
method Employ the twistor construction and group actions of PGL(2,H)\mathrm{PGL}(2,\mathbb{H}).
result Characterize slice-regular functions with planar twistor lifts and normal classes of polynomials.

Research examines octonionic slice regular functions and their automorphisms and invariants.

problem Analyzing slice regular functions in the octonionic algebra.
method Investigates automorphisms and invariants of octonionic slice regular functions.
result Characterizes the automorphisms and invariants of octonionic slice regular functions.

Given a slice regular function f:ΩHHf:Ω\subset\mathbb{H}\to \mathbb{H}, with ΩRΩ\cap\mathbb{R}\neq \emptyset, it is possible to lift it to a surface in the twistor space CP3\mathbb{CP}^{3} of S4H{}\mathbb{S}^4\simeq \mathbb{H}\cup \{\infty\} (see~\cite{gensalsto}). In this paper we show that the same result is true if one rem…

2016-05-27abs ↗pdf ↗

A quaternionic version of Picard's theorem limits how many values a slice regular function can avoid.

problem How many values can a non-constant slice regular function of a quaternionic variable avoid?
method Investigates slice regular functions of quaternionic variables, extending the classical Picard theorem.
result A non-constant slice regular function of a quaternionic variable can avoid at most one value, similar to the classical Picard theorem.

Geometric structures on quaternionic unit ball for slice regular Möbius transformations.

problem No new problem introduced.
method Introducing Hermitian, Riemannian, and Kähler-like structures on quaternionic unit ball using regular Möbius transformations.
result Geometric structures are natural generalizations of complex setup and solve problems not achieved by other geometries.

Develops slicing method to prove rigidity of scalar curvature on manifolds with boundary.

problem Understanding positive scalar curvature metrics on manifolds with boundary.
method Minimal slicing via capillary hypersurfaces to prove rigidity statements.
result Proves rigidity statement in dimension 4 for specific geometric conditions.

New autoencoder improves latent space learning by optimizing sliced Gromov-Wasserstein discrepancies.

problem Improving inner discrepancy between prior and posterior distributions in autoencoders.
method Proposed spherical sliced fused Gromov Wasserstein (SSFG) and variants (MSSFG, PSSFG) to find important directions.
result New autoencoders achieve favorable performance in latent manifold learning, image generation, and reconstruction.

Elliptical slice sampling converges geometrically, providing reliable sampling for Bayesian learning.

problem Sampling from posterior distributions in Bayesian learning.
method Elliptical slice sampling, geometric ergodicity.
result Elliptical slice sampling yields geometric convergence guarantees under weak regularity assumptions.

In this paper we develop methods to extend the minimal hypersurface approach to positive scalar curvature problems to all dimensions. This includes a proof of the positive mass theorem in all dimensions without a spin assumption. It also includes statements about the structure of compact manifolds of positive scalar cu…

2017-04-18abs ↗pdf ↗

We propose fast approximations for the generalized sliced-Wasserstein distance.

problem Efficient approximation of the generalized sliced-Wasserstein distance in high dimensions.
method Deterministic approximations using random projections and concentration of measure results.
result One-dimensional projections of high-dimensional random vectors are approximately Gaussian.

Extended elliptical slice sampling for infinite-dimensional spaces, proving reversibility.

problem Proving reversibility of elliptical slice sampling in infinite-dimensional spaces.
method Extended elliptical slice sampling to infinite-dimensional separable Hilbert spaces, providing an alternative proof of reversibility.
result The approach yields a positive semi-definite Markov operator, proving reversibility.

The paper studies properties of Sliced Wasserstein energy for discrete measures.

problem Optimizing discrete probability measures using Sliced Wasserstein loss.
method Investigates the regularity and optimisation properties of the Sliced Wasserstein energy and its Monte-Carlo approximation.
result Convergence results on the critical points of Monte-Carlo approximations to the Sliced Wasserstein energy.

Study of Riemannian geometry on quaternionic unit ball linked to Sp(1,1) group.

problem Understanding the geometry induced by slice Riemannian metric.
method Developed Lie theoretic study, computed isometry group, compared with quaternionic Poincaré geometry.
result Isometry group of slice Riemannian metric is built from symmetries of Sp(1,1) group.

A new distance measure balances projection exploration and informativeness.

problem Inefficient and incomplete projection sampling in existing sliced-Wasserstein distances.
method Proposes Distributional Sliced-Wasserstein (DSW) that optimally balances projection exploration and informativeness.
result DSW generalizes Max-SW and can be computed efficiently.

Two novel methods estimate multiple FDR directions for binary categorical responses.

problem Estimating multiple FDR directions for categorical responses.
method Information maximization and square loss mutual information.
result Statistical consistency of the proposed methods established.

Using the symplectic geometry of certain manifolds which appear naturally in Lie theory, we define an invariant which assigns a graded abelian group to an oriented link. The relevant manifolds are transverse slices to certain nilpotent orbits inside sl_{2m}, and intersections of those with regular semisimple orbits. Th…

2004-05-05abs ↗pdf ↗

Study knot invariants to answer questions about slice genus and clasp numbers.

problem Whether the difference between the four-dimensional clasp number and the slice genus can be arbitrarily large.
method Equivariant singular instanton theory and Chern--Simons functional.
result Answers a conjecture by Livingston about slicing numbers and provides a lower bound for the unoriented slice genus.

New bounds improve neural network generalization through slicing.

problem Difficulty in evaluating mutual information in high dimensions for neural networks.
method Slicing the parameter space and using disintegrated mutual information and k-sliced mutual information.
result Slicing improves generalization and offers significant computational and statistical advantages.

A knot in the three-sphere is doubly slice if it is the cross-section of an unknotted two-sphere in the four-sphere. For low-crossing knots, the most complete work to date gives a classification of doubly slice knots through 9 crossings. We extend that work through 12 crossings, resolving all but four cases among the 2…

2015-04-13abs ↗pdf ↗

Optimal transport (\OT) theory defines a powerful set of tools to compare probability distributions. \OT~suffers however from a few drawbacks, computational and statistical, which have encouraged the proposal of several regularized variants of OT in the recent literature, one of the most notable being the \textit{slice…

2019-02-01abs ↗pdf ↗

Motivated by the growing popularity of variants of the Wasserstein distance in statistics and machine learning, we study statistical inference for the Sliced Wasserstein distance--an easily computable variant of the Wasserstein distance. Specifically, we construct confidence intervals for the Sliced Wasserstein distanc…

2019-09-17abs ↗pdf ↗

We introduce the notion of ascent sliceness of virtual knots. A representative of a virtual knot is an embedding S1Σg×I S^1 \hookrightarrow Σ_{g} \times I , for Σg Σ_g a closed connected oriented surface of genus g g ; the virtual knot represented is slice if there exists a pair consisting of a disc D D and an oriented…

2018-02-05abs ↗pdf ↗

A new method for comparing image probability measures using convolution operators.

problem Efficiently comparing images using conventional sliced Wasserstein methods.
method Proposed convolution sliced Wasserstein (CSW) methods with stride, dilation, and non-linear activation.
result CSW demonstrates favorable performance over conventional sliced Wasserstein in image comparison and deep generative modeling.

Study area and coarea formulas for graphs and submanifolds in Carnot groups.

problem Understanding geometric properties of submanifolds in Carnot groups.
method Developed area and coarea formulas for CH1C^1_H intrinsic graphs and submanifolds.
result Deduced density properties for Hausdorff measures and coarea formula for Carnot groups.

Study shows continuity and geometric regularity of Kähler-Ricci flow blow-up limits.

problem Geometric regularity of blow-up limits of the Kähler-Ricci flow.
method Established geometric regularity for Type I blow-up limits based on sequences of Ricci vertices.
result The limiting flow is continuous in time in Gromov-Hausdorff and Gromov-W1W_1 distance.

New method estimates SW distance using CDFs for scalable data parallelism.

problem Estimating SW distance efficiently for large datasets.
method Estimators based on CDFs of projected measures, avoiding sorting.
result Efficient estimation for large datasets and federated learning.

In this paper, we prove the existence of maximal slices in anti-de Sitter spaces (ADS spaces) with small boundary data at spatial infinity. The main arguments is implicit function theorem. We also get a necessary and sufficient condition for boundary behavior of totally geodesic slice in ADS space. Moreover, we show th…

2006-09-11abs ↗pdf ↗

A new Wasserstein distance method for comparing incomparable distributions.

problem Comparing distributions that are not supported on the same metric space.
method Distributional slicing, embeddings, and closed-form computation of Wasserstein distance.
result HWD preserves properties like rotation-invariance and can be efficiently learned.

We prove that a reduced and irreducible algebraic surface in CP3\mathbb{CP}^{3} containing infinitely many twistor lines cannot have odd degree. Then, exploiting the theory of quaternionic slice regularity and the normalization map of a surface, we give constructive existence results for even degrees.

2019-01-31abs ↗pdf ↗