Symbiosis Promotes Fitness Improvements in the Game of Life

Author:

Turney Peter D.1

Affiliation:

1. Ronin Institute.

Abstract

We present a computational simulation of evolving entities that includes symbiosis with shifting levels of selection. Evolution by natural selection shifts from the level of the original entities to the level of the new symbiotic entity. In the simulation, the fitness of an entity is measured by a series of one-on-one competitions in the Immigration Game, a two-player variation of Conway's Game of Life. Mutation, reproduction, and symbiosis are implemented as operations that are external to the Immigration Game. Because these operations are external to the game, we can freely manipulate the operations and observe the effects of the manipulations. The simulation is composed of four layers, each layer building on the previous layer. The first layer implements a simple form of asexual reproduction, the second layer introduces a more sophisticated form of asexual reproduction, the third layer adds sexual reproduction, and the fourth layer adds symbiosis. The experiments show that a small amount of symbiosis, added to the other layers, significantly increases the fitness of the population. We suggest that the model may provide new insights into symbiosis in biological and cultural evolution.

Publisher

MIT Press - Journals

Subject

Artificial Intelligence,General Biochemistry, Genetics and Molecular Biology

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Open-Endedness in Genelife;Artificial Life;2024

2. Cultural dimensions of symmetric pattern – an annotated bibliography of recent research;Symmetry: Culture and Science;2024

3. MYCORRHIZA AND LICHENS AS TWO MODELS OF FUNGAL SYMBIOSIS;Journal of Microbiology, Biotechnology and Food Sciences;2021-12-01

4. A biological perspective on evolutionary computation;Nature Machine Intelligence;2021-01

5. Evolution of Autopoiesis and Multicellularity in the Game of Life;Artificial Life;2021

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