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Developing robust representations of chemical structures that enable models to learn topological inductive biases is challenging. In this manuscript, we present a representation of atomistic systems. We begin by proving that our…

机器学习 · 计算机科学 2024-09-27 Rahul Khorana , Marcus Noack , Jin Qian

In a recent paper, two multi-representations for the measurable sets in a computable measure space have been introduced, which prove to be topologically complete w.r.t. certain topological properties. In this contribution, we show them…

计算复杂性 · 计算机科学 2010-06-03 Yongcheng Wu

We study and classify a class of representations (called generalized geometric representations) of a Coxeter group of finite rank. These representations can be viewed as a natural generalization of the geometric representation. The…

表示论 · 数学 2023-12-11 Hongsheng Hu

Several advances have extended the power and versatility of coherent state theory to the extent that it has become a vital tool in the representation theory of Lie groups and their Lie algebras. Representative applications are reviewed and…

数学物理 · 物理学 2012-07-03 D. J. Rowe

We show that the effective field theory of low energy modes in dense QCD has positive Euclidean path integral measure. The complexity of the measure of QCD at finite chemical potential can be ascribed to modes which are irrelevant to the…

高能物理 - 唯象学 · 物理学 2009-11-07 Deog Ki Hong , Stephen D. H. Hsu

It can be difficult to tell whether a trained generative model has learned to generate novel examples or has simply memorized a specific set of outputs. In published work, it is common to attempt to address this visually, for example by…

机器学习 · 计算机科学 2017-05-29 Matt Feiszli

Complexity is a multi-faceted phenomenon, involving a variety of features including disorder, nonlinearity, and self-organisation. We use a recently developed rigorous framework for complexity to understand measures of complexity. We…

适应与自组织系统 · 物理学 2020-09-22 Karoline Wiesner , James Ladyman

Probabilistic models learned as density estimators can be exploited in representation learning beside being toolboxes used to answer inference queries only. However, how to extract useful representations highly depends on the particular…

机器学习 · 计算机科学 2016-08-12 Antonio Vergari , Nicola Di Mauro , Floriana Esposito

We examine the influence of input data representations on learning complexity. For learning, we posit that each model implicitly uses a candidate model distribution for unexplained variations in the data, its noise model. If the model…

机器学习 · 计算机科学 2019-12-21 Julian Zilly , Lorenz Hetzel , Andrea Censi , Emilio Frazzoli

Measuring comodules are defined and shown to provide a useful generalization of the set of maps between modules with a broad range of applications. Three applications are described. Connections on bundles are described in terms of measuring…

微分几何 · 数学 2007-05-23 Marjorie Batchelor

We investigate the rate of growth of the function of n which counts the number of complex irreducible representations of a fixed group of degree less than or equal to n. The emphasis is on linear groups, especially compact real and p-adic…

群论 · 数学 2007-05-23 Michael Larsen , Alexander Lubotzky

We discuss two possible ways of representing tolerances: first, as a homomorphic image of some congruence; second, as the relational composition of some compatible relation with its converse. The second way is independent from the variety…

环与代数 · 数学 2016-04-19 Paolo Lipparini

Maximum diversity problems arise in many practical settings from facility location to social networks, and constitute an important class of NP-hard problems in combinatorial optimization. There has been a growing interest in these problems…

最优化与控制 · 数学 2024-01-25 Francisco Parreño , Ramón Álvarez-Valdés , Rafael Martí

A $\widetilde{Q}-$representation of real numbers is introduced as a generalization of the $p-$adic and $Q-$representations. It is shown that the $\widetilde{Q}-$representation may be used as a convenient tool for the construction and study…

We study here a sequence of secondary measures, so called because the set of secondary polynomials on a given term become orthogonal for the next measure. The main result is a formula making explicit the density of any term of the sequence,…

经典分析与常微分方程 · 数学 2011-04-26 Roland Groux

A model of representations of a Lie algebra is a representation which a direct sum of all irreducible finite dimensional representations taken with multiplicity $1$. In the paper an explicit construction of a model of representation for all…

表示论 · 数学 2025-10-14 D. V. Artamonov

Generalized Bargmann representations which are based on generalized coherent states are considered. The growth of the corresponding analytic functions in the complex plane is studied. Results about the overcompleteness or undercompleteness…

量子物理 · 物理学 2015-06-03 A. Vourdas , K. A. Penson , G. H. E. Duchamp , A. I. Solomon

This paper studies unitary representations with Dirac cohomology for complex groups, in particular relations to unipotent representations

表示论 · 数学 2010-07-09 Dan Barbasch , Pavle Pandžić

We investigate some properties of density measures -- finitely additive measures on the set of natural numbers $\N$ extending asymptotic density. We introduce a class of density measures, which is defined using cluster points of the…

数论 · 数学 2013-05-31 Martin Sleziak , Miloš Ziman

By considering appropriate finite covering spaces of closed non-orientable surfaces, we construct linear representations of their mapping class group which have finite index image in certain big arithmetic groups.

几何拓扑 · 数学 2014-02-20 Ferit Deniz , Wilhelm Singhof
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