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Quaternion contains one real part and three imaginary parts, which provided a more expressive hypercomplex space for learning knowledge graph. Existing quaternion embedding models measure the plausibility of a triplet either through…

机器学习 · 计算机科学 2024-12-13 Weihua Wang , Qiuyu Liang , Feilong Bao , Guanglai Gao

Graphs are a useful abstraction of image content. Not only can graphs represent details about individual objects in a scene but they can capture the interactions between pairs of objects. We present a method for training a convolutional…

计算机视觉与模式识别 · 计算机科学 2018-03-28 Alejandro Newell , Jia Deng

A new generalisation of the notion of space, called "vectoid", is suggested in this work. Basic definitions, examples and properties are presented, as well as a construction of direct product of vectoids. Proofs of more complicated…

代数几何 · 数学 2011-05-17 Nikolai Durov

Based on a reduction processing, we rewrite a hypergeometric term as the sum of the difference of a hypergeometric term and a reduced hypergeometric term (the reduced part, in short). We show that when the initial hypergeometric term has a…

组合数学 · 数学 2019-07-23 Qing-Hu Hou , Yan-Ping Mu , Doron Zeilberger

Networks and their higher order generalizations, such as hypernetworks or multiplex networks are ever more popular models in the applied sciences. However, methods developed for the study of their structural properties go little beyond the…

离散数学 · 计算机科学 2018-10-19 Emil Saucan , Melanie Weber

Starting from a real standard subspace of a Hilbert space and a representation of the translation group with natural properties, we construct and analyze for each endomorphism of this pair a local, translationally covariant net of standard…

数学物理 · 物理学 2015-06-19 Gandalf Lechner , Roberto Longo

We introduce a family of polytope exchange transformations (PETs) acting on parallelotopes in $\R^{2n}$ for $n=1,2,3...$. These PETs are constructed using a pair of lattices in $\R^{2n}$. The moduli space of these PETs is $GL_n(\R)$. We…

动力系统 · 数学 2012-10-02 Richard Evan Schwartz

The representation of complex systems as networks is inappropriate for the study of certain problems. We show several examples of social, biological, ecological and technological systems where the use of complex networks gives very limited…

物理与社会 · 物理学 2013-04-02 Ernesto Estrada , Juan A. Rodriguez-Velazquez

Transformer architectures show significant promise for natural language processing. Given that a single pretrained model can be fine-tuned to perform well on many different tasks, these networks appear to extract generally useful linguistic…

机器学习 · 计算机科学 2019-10-29 Andy Coenen , Emily Reif , Ann Yuan , Been Kim , Adam Pearce , Fernanda Viégas , Martin Wattenberg

We study the computational model of polygraphs. For that, we consider polygraphic programs, a subclass of these objects, as a formal description of first-order functional programs. We explain their semantics and prove that they form a…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Guillaume Bonfante , Yves Guiraud

Phylogenetic networks are a generalization of phylogenetic trees that are used to represent reticulate evolution. Unrooted phylogenetic networks form a special class of such networks, which naturally generalize unrooted phylogenetic trees.…

种群与进化 · 定量生物学 2016-01-11 Katharina T. Huber , Vincent Moulton , Taoyang Wu

Symplectic vector spaces are the phase spaces of linear mechanical systems. The symplectic form describes, for example, the relation between position and momentum as well as current and voltage. The category of linear Lagrangian relations…

计算机科学中的逻辑 · 计算机科学 2022-11-04 Cole Comfort , Aleks Kissinger

String diagrams are a powerful and intuitive graphical syntax, originated in the study of symmetric monoidal categories. In the last few years, they have found application in the modelling of various computational structures, in fields as…

计算机科学中的逻辑 · 计算机科学 2022-02-04 Filippo Bonchi , Fabio Gadducci , Aleks Kissinger , Pawel Sobocinski , Fabio Zanasi

We describe an "interpretability illusion" that arises when analyzing the BERT model. Activations of individual neurons in the network may spuriously appear to encode a single, simple concept, when in fact they are encoding something far…

计算与语言 · 计算机科学 2021-04-16 Tolga Bolukbasi , Adam Pearce , Ann Yuan , Andy Coenen , Emily Reif , Fernanda Viégas , Martin Wattenberg

We propose a new method for accelerating the computation of a concurrency relation, that is all pairs of places in a Petri net that can be marked together. Our approach relies on a state space abstraction, that involves a mix between…

计算机科学中的逻辑 · 计算机科学 2021-06-25 Nicolas Amat , Silvano Dal Zilio , Didier Le Botlan

We construct the quaternion algebra [10] "geometrically" by a three dimensional analogue of the classic two dimensional geometric description of the complex field. The algebraic description of the multiplication operation in three…

环与代数 · 数学 2010-12-13 Bob Palais

Geometric modeling by constraints leads to large systems of algebraic equations. This paper studies bipartite graphs underlaid by systems of equations. It shows how these graphs make possible to polynomially decompose these systems into…

离散数学 · 计算机科学 2014-05-26 Samy Ait-Aoudia , Roland Jegou , Dominique Michelucci

Petri nets provide accurate analogues to chemical reaction networks, with places representing individual molecules (the resources of the system) and transitions representing chemical reactions which convert educt molecules into product…

离散数学 · 计算机科学 2025-09-03 Addie Jordon , Juri Kolčák , Daniel Merkle

We introduce the concepts of closed sets and closure operators as mathematical tools for the study of social networks. Dynamic networks are represented by transformations. It is shown that under continuous change/transformation, all…

组合数学 · 数学 2012-12-13 John L. Pfaltz

It is well-known that in two dimensions Turing systems produce spots, stripes and labyrinthine patterns, and in three dimensions lamellar and spherical structures or their combinations are observed. We study transitions between these states…

统计力学 · 物理学 2007-05-23 Teemu Leppanen , Mikko Karttunen , R. A. Barrio , Kimmo Kaski