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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.

168,932 papers · 148 categories

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48 results for latent branching structure

StrTransformer recovers sources without labels by optimizing latent matrices and enforcing structural constraints.

problem Unsupervised blind source recovery in signal processing.
method Source-wise structured Transformer framework with latent source matrix optimization, structural regularization, and branch-specific weights.
result StrTransformer learns distinct temporal-scale structures and recovers source-aligned latent trajectories.

StrADiff separates sources from mixtures without labels, using structured priors.

problem Blind source separation of linear and nonlinear mixtures without labeled data.
method Structured Source-Wise Adaptive Diffusion Framework with Gaussian process priors.
result StrADiff can recover latent source trajectories in an unsupervised manner, especially stable in linear mixtures.

New method proves identifiability of deep generative models with algebraic contrast principles.

problem Proving identifiability of deep generative models in unsupervised learning.
method Introducing three algebraic contrast principles: domain contrast, mechanism contrast, and interaction contrast.
result Proves identifiability of deep generative models with piecewise-affine decoders and Gaussian mixture priors.

New deep learning model for matrix completion combining linear and nonlinear relationships.

problem Matrix completion considering only linear or nonlinear relations, ignoring latent relationships.
method Combines linear and nonlinear models in a latent variables framework, using a deep neural network with two branches for columns and rows, and manifold learning as an auxiliary task.
result Experimental results show the proposed method outperforms state-of-the-art matrix completion methods.

Study on moduli spaces of branched projective structures on surfaces.

problem Characterizing and understanding moduli spaces of branched projective structures.
method Analytic and geometric methods to study the moduli spaces of branched projective structures.
result The moduli space of marked branched projective structures is a complex analytic space with specific dimensions and singular points.

Study continuous deformations of branched projective structures on surfaces, preserving holonomy and branch points.

problem Continuous deformations of branched projective structures on closed surfaces of genus g2g\geq 2.
method Schiffer variations and analysis of canonical divisors.
result Branch points are necessarily arranged on a canonical divisor when the underlying complex structure is infinitesimally preserved.

Authors prove a contact structure result using branched covers and overtwisted disks.

problem Proving a contact structure result using branched covers and overtwisted disks.
method Explicitly constructing an overtwisted disk in the pp-fold cyclic branched cover of S3S^3.
result An overtwisted disk is contained in the complement of the branch locus.

We introduce and analyze the characteristic foliation induced by a contact structure on a branched surface, in particular a branched standard spine of a 3-manifold. We extend to (fairly general) singular foliations of branched surfaces the local existence and uniqueness results which hold for genuine surfaces. Moreover…

1998-09-29abs ↗pdf ↗

Holomorphic projective structures and bundles are studied on surfaces, revealing affine spaces of parameters.

problem Holomorphic projective structures and bundles on surfaces.
method Generalization of principal bundle of projective 2-frames to branched projective structures.
result Affine spaces of branched projective structures with given branching classes.

We prove that if S is a closed compact surface of negative Euler characteristic, and if R is a quasi-Fuchsian representation in PSL(2,C), then the deformation space M(k,R) of branched projective structures on S with total branching order k and holonomy R is connected, as soon as k>0. Equivalently, two branched projecti…

2012-03-27abs ↗pdf ↗

We define and study branched shadows of 4-manifolds as a combination of branched spines of 3-manifolds and Turaev's shadows. We use these objects to combinatorially represent 4-manifolds equipped with SpincSpin^c-structures and homotopy classes of almost complex structures. We then use branched shadows to study complex 4-…

2005-02-14abs ↗pdf ↗

Characterizes representations for complex projective structures with specific branch data.

problem Understanding representations of surface groups as holonomy of complex projective structures.
method Computing holonomies for spherical metrics and affine structures with prescribed conical angles.
result Computed holonomies for spherical metrics and affine structures with specific conical angles.

We introduce the concept of a branched holomorphic Cartan geometry. It generalizes to higher dimension the definition of branched (flat) complex projective structure on a Riemann surface introduced by Mandelbaum. This new framework is much more flexible than that of the usual holomorphic Cartan geometries. We show that…

2017-06-14abs ↗pdf ↗

SAHMM-VAE separates sources adaptively using hidden Markov priors.

problem Unsupervised blind source separation.
method Source-wise adaptive Hidden Markov prior variational autoencoder.
result Different latent dimensions align with different source-specific temporal organizations.

Loi and Piergallini showed that a smooth compact, connected 44-manifold XX with boundary admits a Stein structure if and only if XX is a simple branched cover of a 44-disk D4D^4 branched along a positive braided surface SS in a bidisk D12×D22D4D_{1}^{2} \times D_{2}^{2} \approx D^4. For each integer N2N \geq 2, we constr…

2015-08-05abs ↗pdf ↗

A new variational method speeds up Bayesian phylogenetic inference.

problem Slow and inefficient MCMC methods in Bayesian phylogenetic inference.
method Combining subsplit Bayesian networks with variational inference for efficient tree topology and branch length estimation.
result Variational approach provides competitive performance with significantly fewer iterations.

Using the relation between Khovanov homology and the Heegaard Floer homology of branched double covers, we show how Khovanov homology can be used to establish tightness of branched double covers of certain transverse knots. We give examples of several infinite families of knots whose branched covers are tight for Khova…

2008-02-26abs ↗pdf ↗

We define sink marks for branched complexes and find conditions for them to determine a branched surface structure. These will be used to construct branched surfaces in knot and tangle complements. We will extend Delman's theorem and prove that a Montesinos knot KK of length at least 3 has a persistently laminar branc…

2010-08-16abs ↗pdf ↗

Unlike in hyperbolic geometry, the monodromy ideal triangulation of a hyperbolic once-punctured torus bundle MfM_f has no natural geometric realisation in Cauchy-Riemann (CR) space. By introducing a new type of 33--cell, we construct a different cell decomposition Df\mathcal{D}_f of MfM_f that is always realisable in …

2019-02-10abs ↗pdf ↗

Efficient inference for nonparametric Hawkes processes using Pólya-Gamma augmentation.

problem Efficient inference for nonparametric Hawkes processes.
method Pólya-Gamma augmentation, EM algorithm, mean-field variational inference.
result The proposed algorithms can recover well the underlying prompting characteristics efficiently.

A canonical branched covering over each sufficiently good simplicial complex is constructed. Its structure depends on the combinatorial type of the complex. In this way, each closed orientable 3-manifold arises as a branched covering over the 3-sphere from some triangulation of S^3. This result is related to a theorem …

2001-08-29abs ↗pdf ↗

A companion paper to "On knot Floer homology in branched double covers" applied to braided branched loci. We reprove the main result of that paper concerning alternating branched loci when projected to an annulus, without using Khovanov homology. This provides two advantages: 1) the results hold for integer coefficient…

2007-06-05abs ↗pdf ↗

Study neural architectures on learned latent graphs using Schrödinger dynamics.

problem Understanding neural architectures on learned latent graphs.
method Optimizes over stratified moduli space of weighted graphs with Kähler-Hessian metric.
result Multilayer stationary networks are equivalent to global stationary problems on supra-graphs.

Simply-connected 4-manifolds are covered by products with a 2-torus.

problem Proving that any closed simply-connected smooth 4-manifold is branched covered by a product of an orientable surface and a 2-torus.
method Natural construction with respect to spin structures, solving Problem 4.113(C) in Kirby's list.
result Closed simply-connected smooth 4-manifolds are 16-fold branched covered by a product of an orientable surface and a 2-torus.

Let p:ΣΣp:Σ'\toΣ be a finite Galois cover, possibly branched, with Galois group GG. We are interested in the structure of the cohomology of ΣΣ' as a module over GG. We treat the cases of branched and unbranched covers separately. In the case of branched covers, we give a complete classification of possible module stru…

2009-05-18abs ↗pdf ↗

For a given quasi-Fuchsian representation ρ:π1(S)ρ:π_1(S)\to PSL2C_2\mathbb{C} of the fundamental group of a closed surface SS of genus g2g\geq 2, we prove that a generic branched complex projective structure on SS with holonomy ρρ and two branch points is obtained by bubbling some unbranched structure on SS with the sa…

2017-01-12abs ↗pdf ↗

The study examines the regularity of branched immersions using special coordinate systems.

problem Understanding the regularity of branched immersions and their fundamental elements.
method Development and use of special coordinate systems to express maps with branch points, proving existence and regularity conditions for mean curvature vectors.
result Characterization and existence of special coordinate systems for branch immersions, proving regularity conditions for mean curvature vectors.

This is largely a survey paper, dealing with Cartan geometries in the complex analytic category. We first remind some standard facts going back to the seminal works of F. Klein, E. Cartan and C. Ehresmann. Then we present the concept of a branched holomorphic Cartan geometry which was introduced by the authors in [BD].…

2019-02-18abs ↗pdf ↗

Framework separates chemical and structural contributions to aqueous solubility.

problem Merging chemical and structural information in solubility models obscures their relative importance.
method Additive MLP-GNN framework with separate chemical and structural branches.
result Framework reveals distinct roles of chemical and structural information in solubility.

A framework separates chemical and structural contributions to aqueous solubility.

problem Merging chemical and structural information in solubility models obscures their relative contributions.
method Additive MLP-GNN framework with separate chemical and structural branches.
result Framework reveals distinct roles of chemical and structural information in solubility.

A contamination in a 3-manifold is an object interpolating between the contact structure and the lamination. Contaminations seem to provide a link between 3-dimensional contact geometry and the classical topology of 3-manifolds, as described in a separate paper. In this paper we deal with contaminations carried by bran…

2003-07-21abs ↗pdf ↗

In this paper, we introduce a sequence of invariants of a knot K in S^3: the knot Floer homology groups of the preimage of K in the m-fold cyclic branched cover over K. We exhibit the knot Floer homology in the m-fold branched cover as the categorification of a multiple of the Turaev torsion in the case where the m-fol…

2005-07-25abs ↗pdf ↗

Finite groups can be automorphism groups of translation surfaces with poles.

problem Existence of finite automorphism groups on translation surfaces with poles.
method Analyzing translation surfaces with poles and extending results to branched projective structures.
result Finite groups can be automorphism groups of translation surfaces with poles.

MPNPs use message passing to exploit relational structure in stochastic processes.

problem Lack of relational information in NPs limits their effectiveness in tasks with neighborhood rules.
method Introduce MPNPs that explicitly use relational structure through message passing.
result MPNPs outperform NPs in tasks with relational information, showing significant gains in few-shot learning.

Automated multi-task learning algorithm that optimizes network topology.

problem Over-sharing in multi-task learning leads to over-generalization and suboptimal performance.
method Tree-structured design space with gumbel-softmax sampling for differentiable network splitting.
result End-to-end trainable algorithm that optimizes network topology for multiple objectives across tasks.

Efficiently models tree-like data with coupled branches using HMMs.

problem Modeling sequential data with coupled branches in biological systems.
method Developed a dynamic programming algorithm for tree-based HMMs with coupled branches.
result Efficiently solves likelihood, decoding, and parameter learning problems for tree-based HMMs with coupled branches.