自动机网络的内在普遍性 III:关于对称性与非同步性

IF 0.9 4区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS Theoretical Computer Science Pub Date : 2024-09-26 DOI:10.1016/j.tcs.2024.114890
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引用次数: 0

摘要

自动机网络是由相互连接的实体组成的有限集合体,这些实体具有一组定义在共同有限字母表上的局部映射。这些关系通过交互图来表示。与局部函数一起,被称为更新方案的赋值通过在离散的时间步骤中更新特定的实体子集来指导网络的演化。尽管对交互图和更新方案进行了仔细研究,但它们对自动机网络动力学的深远影响在很大程度上仍是未知的。这项工作研究了这些方面之间错综复杂的相互作用,重点是更新方案如何抵消对称局部相互作用产生的约束。本文是关于内在普遍性系列的第三篇论文,内在普遍性是一个评估动态和计算复杂性的概念,包括瞬态行为、吸引子和预测或可达性问题。我们考虑了四种更新模式--并行、块序列、局部时钟和一般周期--以及由符号局部约束定义的几组对称符号连接布尔网络。我们的主要成果是在这个二维图景中展示了对角线式的复杂性跃迁:局部约束越强,获得内在普遍性或增加复杂性所需的异步程度就越高。我们还展示了在某些情况下,异步性如何通过相同的局部规则,从非定向交互中模拟定向交互。
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Intrinsic universality in automata networks III: On symmetry versus asynchrony
An automata network is a finite assembly of interconnected entities endowed with a set of local maps defined over a common finite alphabet. These relationships are represented through an interaction graph. Together with the local functions, an assignment known as an update scheme directs the evolution of the network by updating specific subsets of entities at discrete time steps. Despite the scrutiny of interaction graphs and update schemes, their profound impact on automata network dynamics remains largely open. This work investigates the intricate interplay between these aspects, with a focus on how update schemes can counterbalance constraints stemming from symmetric local interactions. This paper is the third of a series about intrinsic universality, a notion that assesses both dynamical and computational complexity, encompassing transient behaviors, attractors, and prediction or reachability problems. We consider four update modes—parallel, block-sequential, local clocks, and general periodic— along with several families of symmetric signed conjunctive boolean networks defined by local constraints on signs. Our main result is to show a diagonal complexity leap in this two-dimensional landscape: the stronger the local constraints the higher the level of asynchrony required to obtain intrinsic universality or increase in complexity. We also show how in some cases asynchronism allows to simulate directed interactions from undirected ones with the same local rules.
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来源期刊
Theoretical Computer Science
Theoretical Computer Science 工程技术-计算机:理论方法
CiteScore
2.60
自引率
18.20%
发文量
471
审稿时长
12.6 months
期刊介绍: Theoretical Computer Science is mathematical and abstract in spirit, but it derives its motivation from practical and everyday computation. Its aim is to understand the nature of computation and, as a consequence of this understanding, provide more efficient methodologies. All papers introducing or studying mathematical, logic and formal concepts and methods are welcome, provided that their motivation is clearly drawn from the field of computing.
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