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We study the universal closest refinement problem on measurable bipartite relations over standard Borel spaces. Given prescribed side measures, the feasible class consists of finite refinement plans concentrated on the relation and carrying…

泛函分析 · 数学 2026-04-14 T-H. Hubert Chan

Barren-plateau results have established exponential gradient suppression as a widely cited obstacle to the scalability of variational quantum algorithms. When and whether these results extend to a given objective has been addressed through…

量子物理 · 物理学 2026-04-22 Gordon Ma , Xiufan Li

This paper provides an induction rule that can be used to prove properties of data structures whose types are inductive, i.e., are carriers of initial algebras of functors. Our results are semantic in nature and are inspired by Hermida and…

编程语言 · 计算机科学 2015-07-01 Neil Ghani , Patricia Johann , Clement Fumex

The regular open subsets of a topological space form a Boolean algebra, where the `join' of two regular open sets is the interior of the closure of their union. A `credence' is a finitely additive probability measure on this Boolean…

一般拓扑 · 数学 2021-04-30 Marcus Pivato , Vassili Vergopoulos

A Hilbert space embedding for probability measures has recently been proposed, wherein any probability measure is represented as a mean element in a reproducing kernel Hilbert space (RKHS). Such an embedding has found applications in…

机器学习 · 统计学 2010-03-04 Bharath K. Sriperumbudur , Kenji Fukumizu , Gert R. G. Lanckriet

We establish theoretical guarantees for the expected prediction error of the exponential weighting aggregate in the case of multivariate regression that is when the label vector is multidimensional. We consider the regression model with…

统计理论 · 数学 2018-06-26 Arnak S. Dalalyan

In this paper, we establish existence and uniqueness of strong solutions for a stochastic differential equation driven by an additive noise given by the sum of two correlated fractional Brownian sheets with different Hurst parameters. Our…

概率论 · 数学 2026-03-11 Rachid Belfadli , Youssef Ouknine , Ercan Sönmez

The genealogical structure of self-similar growth-fragmentations can be described in terms of a branching random walk. The so-called intrinsic area $\mathrm{A}$ arises in this setting as the terminal value of a remarkable additive…

概率论 · 数学 2019-08-22 Jean Bertoin , Nicolas Curien , Igor Kortchemski

Understanding the representational power of Restricted Boltzmann Machines (RBMs) with multiple layers is an ill-understood problem and is an area of active research. Motivated from the approach of \emph{Inherent Structure formalism}…

机器学习 · 统计学 2018-06-13 Abhishek Bansal , Abhinav Anand , Chiranjib Bhattacharyya

Interest in generative models has grown tremendously in the past decade. However, their training performance can be adversely affected by contamination, where outliers are encoded in the representation of the model. This results in the…

机器学习 · 统计学 2020-06-24 Arun Pandey , Joachim Schreurs , Johan A. K. Suykens

We characterize the canonical diagonal subalgebra of the C*-algebra associated with a generalized Boolean dynamical system. We also introduce a particular commutative subalgebra, which we call the abelian core, in our C*-algebra. We then…

算子代数 · 数学 2023-11-08 Eun Ji Kang

Deep residual architectures are modeled as products of near-identity Jacobians. This paper proves deterministic quotient-geometric estimates for singular spectra of Frobenius-normalized layer factors, emphasizing a normalized top-radial…

机器学习 · 计算机科学 2026-05-05 Ziran Liu , Wei Wang , Jinhao Wang , Pengcheng Wang , Xinyi Sui , Cihan Ruan , Nam Ling , Wei Jiang

We develop the theory of categories of measurable fields of Hilbert spaces and bounded fields of bounded operators. We examine classes of functors and natural transformations with good measure theoretic properties, providing in the end a…

范畴论 · 数学 2007-05-23 D. N. Yetter

Compositional data, which are vectors of proportions constrained to the probability simplex, arise frequently in modern scientific applications, including microbiome relative abundances across body sites and cell-type mixture weights…

统计方法学 · 统计学 2026-05-08 Shuangjie Zhang , Bani K. Mallick , Yang Ni

Motivated by Arveson's conjecture, we introduce a notion of hyperrigidity for a partial order on the state space of a $C^*$-algebra $B$. We show how this property is equivalent to the existence of a boundary: a subset of the pure states…

算子代数 · 数学 2023-10-27 Raphaël Clouâtre , Hridoyananda Saikia

The main goal of this article is to study for a projective manifold and an ample line bundle over it the relation between metric and algebraic structures on the associated section ring. More precisely, we prove that once the kernel is…

微分几何 · 数学 2022-09-30 Siarhei Finski

The paper deals with Henselian valued field with analytic structure. Actually, we are focused on separated analytic structures, but the results remain valid for strictly convergent analytic ones as well. A classical example of the latter is…

代数几何 · 数学 2018-11-29 Krzysztof Jan Nowak

Expressive querying of machine learning models - viewed as a form of intentional data - enables their verification and interpretation using declarative languages, thereby making learned representations of data more accessible. Motivated by…

计算机科学中的逻辑 · 计算机科学 2026-01-07 Martin Grohe , Christoph Standke , Juno Steegmans , Jan Van den Bussche

The tree share structure proposed by Dockins et al. is an elegant model for tracking disjoint ownership in concurrent separation logic, but decision procedures for tree shares are hard to implement due to a lack of a systematic theoretical…

计算机科学中的逻辑 · 计算机科学 2020-10-19 Xuan-Bach Le , Aquinas Hobor , Anthony W. Lin

We consider restricted Boltzmann machines with a binary visible layer and a Gaussian hidden layer trained by an unlabelled dataset composed of noisy realizations of a single ground pattern. We develop a statistical mechanics framework to…

无序系统与神经网络 · 物理学 2024-06-17 Alberto Fachechi , Elena Agliari , Miriam Aquaro , Anthony Coolen , Menno Mulder