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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.

169,051 papers · 148 categories

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48 results for fixed ends

FixyNN splits CNN models into fixed and trainable parts for efficient on-device inference.

problem Energy inefficiency in on-device CNN inference for real-time computer vision.
method Co-designed hardware accelerator platform with transfer learning for training.
result Achieved nearly 2x better energy efficiency than a conventional accelerator.

The study finds solutions to a curvature minimisation problem in fixed-length curves.

problem Minimizing the LL^\infty-norm of curvature among curves of fixed length.
method Characterized solutions by a system of differential equations and classified the structure of solutions.
result Characterized solutions to the LL^\infty-norm of curvature problem.

On a fixed Riemann surface (M0,g0)(M_0,g_0) with NN Euclidean ends and genus gg, we show that, under a topological condition, the scattering matrix $S_V(\la)$ at frequency $\la > 0$ for the operator Δ+VΔ+V determines the potential VV if VC1,α(M0)eγd(,z0)jL(M0)V\in C^{1,α}(M_0)\cap e^{-γd(\cdot,z_0)^j}L^\infty(M_0) for all γ>0γ>0 and for some $…

2010-04-02abs ↗pdf ↗

For all mN{0}m \in \mathbb N - \{0\}, we prove the existence of a one dimensional family of genus mm, constant mean curvature (equal to 1) surfaces which are complete, immersed in R3\mathbb R^3 and have two Delaunay ends asymptotic to nodoïdal ends. Moreover, these surfaces are invariant under the group of isometries of …

2010-10-24abs ↗pdf ↗

Two possible definitions of fixed points in the self-similar analysis of time series are considered. One definition is based on the minimal-difference condition and another, on a simple averaging. From studying stock market time series, one may conclude that these two definitions are practically equivalent. A forecast …

1998-03-05abs ↗pdf ↗

The paper classifies fixed subgroups of endomorphisms in free-abelian times surface groups.

problem Characterizing fixed subgroups of endomorphisms in specific group structures.
method Study of endomorphisms, classification of fixed subgroups, and equivalent conditions for end-fixed subgroups.
result Complete classification of fixed subgroups in free-abelian times surface groups.

End-to-end learning framework for tree-structured data.

problem Learning models struggle with tree-structured data due to lack of fixed-length vectors.
method Developed a novel framework for generic semantic tree-structured data of arbitrary topology.
result Framework yields comparable performance to standard models with dedicated feature-vectors and outperforms in compositional data.

Paper optimizes KWS models using NAS and quantization for limited resources.

problem Developing efficient keyword spotting models in resource-constrained environments.
method Neural Architecture Search (NAS) for model structure optimization and quantization of weights and activations.
result Achieved high accuracy (95.55%) with minimal parameters and operations using NAS and quantization.

WaveLSFormer learns profitable trading policies from financial time series data.

problem Challenges in learning profitable intraday trading policies from financial time series data.
method WaveLSFormer uses a learnable wavelet-based long-short Transformer to jointly perform multi-scale decomposition and return-oriented decision learning.
result WaveLSFormer consistently outperforms MLP, LSTM, and Transformer backbones in trading performance.

Unified framework for ranking-and-selection with multiple correct answers and non-answerable estimates

problem Fixed-precision ranking-and-selection in structured settings with non-unique answers and non-answerable estimates
method Unified framework based on answer-wise acceptance sets, restricted generalized likelihood ratio stopping, and answer-pitfall decomposition
result Unified recipe performs well across a broad range of pure-exploration problems

This paper uses Brin and Thickstun's theory of end reductions of non-compact 3-manifolds to study groups of covering translations of irreducible contractible open 3-manifolds W which are not homeomorphic to R^3. We associate to W an object S(W) called the simplicial complex of minimal R^2-irreducible end reductions of …

2002-09-29abs ↗pdf ↗

We construct uncountably many simply connected open 3-manifolds with genus one ends homeomorphic to the Cantor set. Each constructed manifold has the property that any self homeomorphism of the manifold (which necessarily extends to a homeomorphism of the ends) fixes the ends pointwise. These manifolds are complements …

2014-11-13abs ↗pdf ↗

CoDeQ simplifies joint model compression by integrating pruning and quantization.

problem Joint pruning and quantization methods are complex and require additional procedures.
method CoDeQ uses a dead-zone quantizer to directly induce sparsity and learn quantization parameters.
result CoDeQ achieves high sparsity and low-precision accuracy with minimal bit operations.

We apply the local removable singularity theorem for minimal laminations and the local picture theorem on the scale of topology to obtain two descriptive results for certain possibly singular minimal laminations of R3\mathbb{R}^3. These two global structure theorems will be applied in forthcoming papers to obtain bound…

2016-02-09abs ↗pdf ↗

Scalable system predicts hot videos for peak VOD service.

problem Improving peak service quality of video on demand.
method Two neural networks: clustering and dispatch policy. Clustering reduces video numbers, dispatch policy ranks videos with probabilities. Networks are trained end-to-end.
result Average prediction accuracy of 17% compared to 3% baseline, for same number of dispatches.

Let K\mathcal{K} be the space of properly embedded minimal tori in quotients of R3\R^3 by two independent translations, with any fixed (even) number of parallel ends. After an appropriate normalization, we prove that K\mathcal{K} is a 3-dimensional real analytic manifold that reduces to the finite coverings of the ex…

2005-01-28abs ↗pdf ↗

Bayesian algorithm improves best-arm identification within fixed budget.

problem Maximizing probability of identifying optimal arm within fixed budget.
method Proposes Bayesian elimination algorithm and derives upper bound on misidentification probability.
result Upper bound on misidentification probability reflects prior quality and matches lower bound.

We show that for a strongly convergent sequence of purely loxodromic finitely generated Kleinian groups with incompressible ends, Cannon-Thurston maps, viewed as maps from a fixed base limit set to the Riemann sphere, converge uniformly. For algebraically convergent sequences we show that there exist examples where eve…

2013-06-13abs ↗pdf ↗

A real projective orbifold is an nn-dimensional orbifold modeled on RPn\mathbb{RP}^n with the group PGL(n+1,R)PGL(n+1, \mathbb{R}). We concentrate on an orbifold that contains a compact codimension 00 submanifold whose complement is a union of neighborhoods of ends, diffeomorphic to closed (n1)(n-1)-dimensional orbifolds times …

2010-11-04abs ↗pdf ↗

Embedded minimal surfaces of finite total curvature in R3\mathbb{R}^3 are reasonably well understood: From far away, they look like intersecting catenoids and planes, suitably desingularized. We consider the larger class of harmonic embeddings in R3\mathbb{R}^{3} of compact Riemann surfaces with finitely many punctures…

2014-07-10abs ↗pdf ↗

Adaptive TFTs improve cryptocurrency price prediction accuracy.

problem Precise short-term price prediction in volatile cryptocurrency markets.
method Dynamic subseries lengths and pattern-based categorization.
result Significantly outperforms baseline models in prediction accuracy and profitability.

The study proves limitations on isospectral hyperbolic surfaces with discrete length spectra.

problem Characterizing isospectral hyperbolic surfaces with discrete length spectra.
method Utilizing Sunada's method and topological self-duplicating ends, the study explores isospectral families and their cardinality.
result Finite groups can be realized as full isometry groups of hyperbolic structures with discrete spectrum on surfaces with self-duplicating ends.

InQMAD detects anomalies in streaming data using quantum measurements and density matrices.

problem Detecting anomalies in streaming data with challenges like conceptual drift and continuous learning.
method Incremental anomaly detection based on random Fourier features and quantum measurements.
result InQMAD outperforms 12 state-of-the-art methods in a systematic evaluation.

Convolutional neural networks provide visual features that perform remarkably well in many computer vision applications. However, training these networks requires significant amounts of supervision. This paper introduces a generic framework to train deep networks, end-to-end, with no supervision. We propose to fix a se…

2017-04-18abs ↗pdf ↗

On a fixed smooth compact Riemann surface with boundary (M0,g)(M_0,g), we show that the Cauchy data space (or Dirichlet-to-Neumann map $\mc{N}$) of the Schrödinger operator Δ+VΔ+V with VC2(M0)V\in C^2(M_0) determines uniquely the potential VV. We also discuss briefly the corresponding consequences for potential scattering at 0 …

2009-04-24abs ↗pdf ↗

A rope is a non-singular embedding of a closed interval into R^3, which sends the ends of the interval to some fixed points A and B such that |AB|=1. A rope is short if its length is less than 3. The main result of the paper is that the fundamental group of the space of short ropes is naturally isomorphic to the group …

1998-10-06abs ↗pdf ↗