Exploring the Adaptive Behaviors of Particle Lenia: A Perturbation-Response Analysis for Computational Agency
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arXiv
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| Main Authors: | , , , |
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| Format: | Preprint |
| Published: |
2023
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| _version_ | 1866914640869457920 |
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| author | Horibe, Kazuya Suzuki, Keisuke Horii, Takato Ishiguro, Hiroshi |
| author_facet | Horibe, Kazuya Suzuki, Keisuke Horii, Takato Ishiguro, Hiroshi |
| contents | A firm cognitive subject or ``individual'' is presupposed for the emergence of mind. However, with the development of recent information technology, the ``individual'' has become more dispersed in society and the cognitive subject has become increasingly unstable and adaptive, necessitating an update in our understanding of the ``individual''. Autopoiesis serves as a model of the cognitive subject, which is unstable and requires effort to maintain itself to adapt to the environment. In this study, we evaluated adaptivity for a highly extensible multi-particle system model Particle Lenia through the response perturbation. As a result, we found that Particle Lenia has a particle configuration that is both temporally unstable and has multiple stable states. This result suggests that Particle Lenia can express adaptive characteristics and is expected to be used as a computational model toward building an autopoietic cognitive agent. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2305_16706 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Exploring the Adaptive Behaviors of Particle Lenia: A Perturbation-Response Analysis for Computational Agency Horibe, Kazuya Suzuki, Keisuke Horii, Takato Ishiguro, Hiroshi Adaptation and Self-Organizing Systems Pattern Formation and Solitons A firm cognitive subject or ``individual'' is presupposed for the emergence of mind. However, with the development of recent information technology, the ``individual'' has become more dispersed in society and the cognitive subject has become increasingly unstable and adaptive, necessitating an update in our understanding of the ``individual''. Autopoiesis serves as a model of the cognitive subject, which is unstable and requires effort to maintain itself to adapt to the environment. In this study, we evaluated adaptivity for a highly extensible multi-particle system model Particle Lenia through the response perturbation. As a result, we found that Particle Lenia has a particle configuration that is both temporally unstable and has multiple stable states. This result suggests that Particle Lenia can express adaptive characteristics and is expected to be used as a computational model toward building an autopoietic cognitive agent. |
| title | Exploring the Adaptive Behaviors of Particle Lenia: A Perturbation-Response Analysis for Computational Agency |
| topic | Adaptation and Self-Organizing Systems Pattern Formation and Solitons |
| url | https://arxiv.org/abs/2305.16706 |