RNA自动机的计算不确定性分析

IF 1.6 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Artificial Life Pub Date : 2023-03-01 DOI:10.1162/artl_a_00370
Adam J. Svahn;Mikhail Prokopenko
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引用次数: 2

摘要

在这个分析中,我们将RNA聚合物的理论结构考虑为自动机,一种计算结构形式。在我们的自动机中,转换的基础是可能进行连接或切割的RNA酶。在这些操作的限制下,我们构建了越来越复杂的RNA自动机;从有限自动机(RNA-FA)到图灵机等效2层PDA (RNA-2PDA)和通用RNA-UPDA。对于每个自动机,我们展示了酶的反应如何与RNA自动机的逻辑操作相匹配。ansatz的一个关键主题是RNA自动机配置中的自我引用,它利用程序-数据对偶性,但导致计算的不可判定性。我们描述了计算的不可判定性如何在自我参照的说谎者悖论中得到例证,该悖论在逻辑系统和任何RNA自动机的构造上放置了一个边界。我们认为RNA-2PDA自动机的进化空间的扩展可以被解释为元系统(类似于图灵的神谕)在一个类似于图灵的有序逻辑和Post的可扩展递归生成逻辑的连续过程中对计算不可判定性的分层解决。在此基础上,我们提出了RNA自动机中不确定构型的解决是一种新的生成机制的假设,并为今后生物自动机的研究提出了途径。
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An Ansatz for Computational Undecidability in RNA Automata
In this ansatz we consider theoretical constructions of RNA polymers into automata, a form of computational structure. The bases for transitions in our automata are plausible RNA enzymes that may perform ligation or cleavage. Limited to these operations, we construct RNA automata of increasing complexity; from the Finite Automaton (RNA-FA) to the Turing machine equivalent 2-stack PDA (RNA-2PDA) and the universal RNA-UPDA. For each automaton we show how the enzymatic reactions match the logical operations of the RNA automaton. A critical theme of the ansatz is the self-reference in RNA automata configurations that exploits the program-data duality but results in computational undecidability. We describe how computational undecidability is exemplified in the self-referential Liar paradox that places a boundary on a logical system, and by construction, any RNA automata. We argue that an expansion of the evolutionary space for RNA-2PDA automata can be interpreted as a hierarchical resolution of computational undecidability by a meta-system (akin to Turing’s oracle), in a continual process analogous to Turing’s ordinal logics and Post’s extensible recursively generated logics. On this basis, we put forward the hypothesis that the resolution of undecidable configurations in RNA automata represent a novelty generation mechanism and propose avenues for future investigation of biological automata.
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来源期刊
Artificial Life
Artificial Life 工程技术-计算机:理论方法
CiteScore
4.70
自引率
7.70%
发文量
38
审稿时长
>12 weeks
期刊介绍: Artificial Life, launched in the fall of 1993, has become the unifying forum for the exchange of scientific information on the study of artificial systems that exhibit the behavioral characteristics of natural living systems, through the synthesis or simulation using computational (software), robotic (hardware), and/or physicochemical (wetware) means. Each issue features cutting-edge research on artificial life that advances the state-of-the-art of our knowledge about various aspects of living systems such as: Artificial chemistry and the origins of life Self-assembly, growth, and development Self-replication and self-repair Systems and synthetic biology Perception, cognition, and behavior Embodiment and enactivism Collective behaviors of swarms Evolutionary and ecological dynamics Open-endedness and creativity Social organization and cultural evolution Societal and technological implications Philosophy and aesthetics Applications to biology, medicine, business, education, or entertainment.
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