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An architectural approach to modeling artificial general intelligence
This study presents an architectural approach for building a conceptual model of artificial general intelligence (AGI). The architectural approach is generally used to model information systems (IS) of enterprises and can be also used as part of a system-wide approach to describe other complex open...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Elsevier
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10010987/ https://www.ncbi.nlm.nih.gov/pubmed/36925529 http://dx.doi.org/10.1016/j.heliyon.2023.e14443 |
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author | Slavin, Boris B. |
author_facet | Slavin, Boris B. |
author_sort | Slavin, Boris B. |
collection | PubMed |
description | This study presents an architectural approach for building a conceptual model of artificial general intelligence (AGI). The architectural approach is generally used to model information systems (IS) of enterprises and can be also used as part of a system-wide approach to describe other complex open systems. The paper suggests three layers and five levels of the AGI model. Two levels (entropy and process) are at the technological layer of AI functioning, two more levels (social and linguistic ones) are at the relationship layer responsible for the behavior of AI, and, finally, the uppermost level (actualization) supposes general intelligence. All the components of each upper layer are connected to the components of the lower layers forming the AGI model. The feature of the social layer is determined by the requirements to the subjectivity of the intellect, its ability to make decisions independently and be responsible for them. The task of the upper layer is self-identification of AGI and understanding its place. The hypothesis has been put forward that the limitation of the life cycle is an important condition for the actualization of intelligence. |
format | Online Article Text |
id | pubmed-10010987 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-100109872023-03-15 An architectural approach to modeling artificial general intelligence Slavin, Boris B. Heliyon Research Article This study presents an architectural approach for building a conceptual model of artificial general intelligence (AGI). The architectural approach is generally used to model information systems (IS) of enterprises and can be also used as part of a system-wide approach to describe other complex open systems. The paper suggests three layers and five levels of the AGI model. Two levels (entropy and process) are at the technological layer of AI functioning, two more levels (social and linguistic ones) are at the relationship layer responsible for the behavior of AI, and, finally, the uppermost level (actualization) supposes general intelligence. All the components of each upper layer are connected to the components of the lower layers forming the AGI model. The feature of the social layer is determined by the requirements to the subjectivity of the intellect, its ability to make decisions independently and be responsible for them. The task of the upper layer is self-identification of AGI and understanding its place. The hypothesis has been put forward that the limitation of the life cycle is an important condition for the actualization of intelligence. Elsevier 2023-03-10 /pmc/articles/PMC10010987/ /pubmed/36925529 http://dx.doi.org/10.1016/j.heliyon.2023.e14443 Text en © 2023 Published by Elsevier Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Slavin, Boris B. An architectural approach to modeling artificial general intelligence |
title | An architectural approach to modeling artificial general intelligence |
title_full | An architectural approach to modeling artificial general intelligence |
title_fullStr | An architectural approach to modeling artificial general intelligence |
title_full_unstemmed | An architectural approach to modeling artificial general intelligence |
title_short | An architectural approach to modeling artificial general intelligence |
title_sort | architectural approach to modeling artificial general intelligence |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10010987/ https://www.ncbi.nlm.nih.gov/pubmed/36925529 http://dx.doi.org/10.1016/j.heliyon.2023.e14443 |
work_keys_str_mv | AT slavinborisb anarchitecturalapproachtomodelingartificialgeneralintelligence AT slavinborisb architecturalapproachtomodelingartificialgeneralintelligence |