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

被引:5
作者
Kruszewski, German [1 ]
Mikolov, Tomas [2 ,3 ]
机构
[1] Naver Labs Europe, Meylan, France
[2] Czech Inst Informat Robot & Cybernet, Prague, Czech Republic
[3] Czech Tech Univ, Prague, Czech Republic
关键词
Artificial chemistry; emergence; self-reproduction; metabolisms; recursive algorithms; STOCHASTIC SIMULATION;
D O I
10.1162/artl_a_00355
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:277 / 299
页数:23
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