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Using tools from topology and functional analysis, we provide a framework where artificial neural networks, and their architectures, can be formally described. We define the notion of machine in a general topological context and show how…

机器学习 · 计算机科学 2022-11-30 Pietro Vertechi , Mattia G. Bergomi

Since Alan Turing envisioned Artificial Intelligence (AI) [1], a major driving force behind technical progress has been competition with human cognition. Historical milestones have been frequently associated with computers matching or…

A classical local cellular automaton can describe an interacting quantum field theory for fermions. We construct a simple classical automaton for a particular version of the Thirring model with imaginary coupling. This interacting fermionic…

量子物理 · 物理学 2021-02-03 C. Wetterich

We show that a large number of elementary cellular automata are computationally simple. This work is the first systematic classification of elementary cellular automata based on a formal notion of computational complexity. Thanks to the…

计算复杂性 · 计算机科学 2014-06-23 Pierre-Étienne Meunier

There is much to learn from what Turing hastily dismissed as Lady Lovelace s objection. Digital computers can indeed surprise us. Just like a piece of art, algorithms can be designed in such a way as to lead us to question our understanding…

计算机与社会 · 计算机科学 2018-03-14 Sylvie Delacroix

Turing's mechanism is often invoked to explain periodic patterns in nature, although direct experimental support is scarce. Turing patterns form in reaction-diffusion systems when the activating species diffuse much slower than the…

生物物理 · 物理学 2024-03-15 Lucas Menou , Chengjie Luo , David Zwicker

We consider two relatively natural topologizations of the set of all cellular automata on a fixed alphabet. The first turns out to be rather pathological, in that the countable space becomes neither first-countable nor sequential. Also,…

元胞自动机与格子气 · 物理学 2012-08-15 Ville Salo , Ilkka Törmä

Geometrical Computation as a new model of computation is the counterpart of Cellular Automata that has Turing computing ability. In this paper we provide an algorithm to simulate Alternating Turing Machine in the context of Signal Machine…

计算几何 · 计算机科学 2017-09-01 Dawood Hasanzadeh , Sama Goliaei

Many different definitions of computational universality for various types of dynamical systems have flourished since Turing's work. We propose a general definition of universality that applies to arbitrary discrete time symbolic dynamical…

计算复杂性 · 计算机科学 2007-05-23 Jean-Charles Delvenne , Petr Kurka , Vincent Blondel

Cellular automata can show well known features of quantum mechanics, such as a linear rule according to which they evolve and which resembles a discretized version of the Schroedinger equation. This includes corresponding conservation laws.…

量子物理 · 物理学 2016-04-25 Hans-Thomas Elze

Scanning probe experiments such as scanning tunneling microscopy (STM) and atomic force microscopy (AFM) on strongly correlated electronic systems often reveal complex pattern formation on multiple length scales. By studying the universal…

强关联电子 · 物理学 2019-04-03 L. Burzawa , Shuo Liu , E. W. Carlson

The Turing mechanism describes the emergence of spatial patterns due to spontaneous symmetry breaking in reaction-diffusion processes and underlies many developmental processes. Identifying Turing mechanisms in biological systems defines a…

机器学习 · 计算机科学 2021-08-20 David Schnörr , Christoph Schnörr

We present results from an experiment similar to one performed by Packard (1988), in which a genetic algorithm is used to evolve cellular automata (CA) to perform a particular computational task. Packard examined the frequency of evolved CA…

adap-org · 物理学 2008-02-03 Melanie Mitchell , Peter Hraber , James P. Crutchfield

Wolfram [2, p. 707] and Cook [1, p. 3] claim to prove that a (2,5) Turing machine (2 states, 5 symbols) is universal, via a universal cellular automaton known as Rule 110. The first part of this paper points out a critical gap in their…

形式语言与自动机理论 · 计算机科学 2012-09-03 Dominic J. D. Hughes

There are several forms of irreducibility in computing systems, ranging from undecidability to intractability to nonlinearity. This paper is an exploration of the conceptual issues that have arisen in the course of investigating speed-up…

计算复杂性 · 计算机科学 2011-06-24 Hector Zenil , Fernando Soler-Toscano , Joost J. Joosten

The theory of cellular automata in operational probabilistic theories is developed. We start introducing the composition of infinitely many elementary systems, and then use this notion to define update rules for such infinite composite…

量子物理 · 物理学 2021-07-09 Paolo Perinotti

Studies of quantum computer implementations suggest cellular quantum computer architectures. These architectures can simulate the evolution of quantum cellular automata, which can possibly simulate both quantum and classical physical…

量子物理 · 物理学 2008-11-04 Ioannis G. Karafyllidis

Models of diffusion driven pattern formation that rely on the Turing mechanism are utilized in many areas of science. However, many such models suffer from the defect of requiring fine tuning of parameters or an unrealistic separation of…

其他定量生物学 · 定量生物学 2015-03-17 Thomas Butler , Nigel Goldenfeld

Excitable media are prevalent models for describing physical, chemical, and biological systems which support wave propagation. In this letter, we show that the time evolution of the medium state at the wave fronts can be determined by…

混沌动力学 · 物理学 2021-09-06 Sergey A. Vakulenko , Ivan Sudakow , John Reinitz , Dmitry Grigoriev

An intriguing heuristic model of development, decline, and change conceived by Bernard J.F. Lonergan (BL) in the late 1940's was laid out in a manner now recognizable as representing an early model of complexity. This report is a first…

软凝聚态物质 · 物理学 2007-05-23 Michael Bretz