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arXiv:2003.07916nlin.AO

Combinatory Chemistry: Towards a Simple Model of Emergent Evolution

Germán Kruszewski, Tomas Mikolov

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Abstract

An explanatory model for the emergence of evolvable units must display emerging structures that (1) preserve themselves in time (2) self-reproduce and (3) tolerate a certain amount of variation when reproducing. To tackle this challenge, here we introduce Combinatory Chemistry, an Algorithmic Artificial Chemistry based on a minimalistic computational paradigm named Combinatory Logic. The dynamics of this system comprise very few rules, it is initialised with an elementary tabula rasa state, and features conservation laws replicating natural resource constraints. Our experiments show that a single run of this dynamical system with no external intervention discovers a wide range of emergent patterns. All these structures rely on acquiring basic constituents from the environment and decomposing them in a process that is remarkably similar to biological metabolisms. These patterns include autopoietic structures that maintain their organisation, recursive ones that grow in linear chains or binary-branching trees, and most notably, patterns able to reproduce themselves, duplicating their number at each generation.

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Journal reference
DOI
Subjects
nlin.AOAdaptation and Self-Organizing Systems cs.NENeural and Evolutionary Computing q-bio.MNMolecular Networks

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Linked by 1 identifiable commenter in 1 comment across 1 thread, from Jun 2024 to Jun 2024. Found in 1 HN submission from Jul 2024 to Jul 2024. Open submission discussions.

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    • Combinatory Chemistry [0] is a great paper that is referenced. Using Combinatory Logic feels a lot cleaner than brainfuck IMO. [0] https://arxiv.org/abs/2003.07916

      jekudeView on HNParent context

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