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自我复制代谢作为人工化学中的递归算法出现

Emergence of Self-Reproducing Metabolisms as Recursive Algorithms in an Artificial Chemistry.

作者信息

Kruszewski Germán, Mikolov Tomáš

机构信息

Naver Labs Europe.

Czech Institute of Informatics, Robotics, and Cybernetics, Prague.

出版信息

Artif Life. 2022 Mar 11:1-23. doi: 10.1162/artl_a_00355.

Abstract

One of the main goals of Artificial Life is to research the conditions for the emergence of life, not necessarily as it is, but as it could be. Artificial chemistries are one of the most important tools for this purpose because they provide us with a basic framework to investigate under which conditions metabolisms capable of reproducing themselves, and ultimately, of evolving, can emerge. While there have been successful attempts at producing examples of emergent self-reproducing metabolisms, the set of rules involved remain too complex to shed much light on the underlying principles at work. In this article, we hypothesize that the key property needed for self-reproducing metabolisms to emerge is the existence of an autocatalyzed subset of Turing-complete reactions. We validate this hypothesis with a minimalistic artificial chemistry with conservation laws, which is based on a Turing-complete rewriting system called combinatory logic. Our experiments show that a single run of this chemistry, starting from a tabula rasa state, discovers-with no external intervention-a wide range of emergent structures including ones that self-reproduce in each cycle. All of these structures take the form of recursive algorithms that acquire basic constituents from the environment and decompose them in a process that is remarkably similar to biological metabolisms.

摘要

人工生命的主要目标之一是研究生命出现的条件,不一定是生命的实际存在形式,而是其可能的存在形式。人工化学是实现这一目标的最重要工具之一,因为它们为我们提供了一个基本框架,用于研究在哪些条件下能够自我复制并最终进化的新陈代谢能够出现。虽然已经成功地尝试产生了涌现式自我复制新陈代谢的例子,但其中涉及的规则集仍然过于复杂,无法揭示其背后的工作原理。在本文中,我们假设自我复制新陈代谢出现所需的关键属性是存在一个图灵完备反应的自催化子集。我们用一个具有守恒定律的简约人工化学来验证这一假设,该人工化学基于一个称为组合逻辑的图灵完备重写系统。我们的实验表明,从空白状态开始单次运行这种化学过程,无需外部干预就能发现广泛的涌现结构,包括在每个周期中自我复制的结构。所有这些结构都采取递归算法的形式,从环境中获取基本成分并在一个与生物新陈代谢非常相似的过程中对其进行分解。

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