AONEMar 15, 2021

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

arXiv:2103.08245v311 citations
AI Analysis

This addresses the challenge of simplifying complex rules in artificial chemistries for researchers in artificial life, though it is incremental as it builds on existing frameworks.

The paper tackled the problem of understanding the emergence of self-reproducing metabolisms in artificial life by hypothesizing that an auto-catalyzed subset of Turing-complete reactions is key, and validated this with a minimalistic artificial chemistry based on Combinatory Logic, resulting in the discovery of emergent self-reproducing structures from a tabula rasa state without external intervention.

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 paper, we hypothesize that the key property needed for self-reproducing metabolisms to emerge is the existence of an auto-catalyzed 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.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes