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Superhuman artificial intelligence can improve human decision-making by increasing novelty

How will superhuman artificial intelligence (AI) affect human decision-making? And what will be the mechanisms behind this effect? We address these questions in a domain where AI already exceeds human performance, analyzing more than 5.8 million move decisions made by professional Go players over th...

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Detalles Bibliográficos
Autores principales: Shin, Minkyu, Kim, Jin, van Opheusden, Bas, Griffiths, Thomas L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10041097/
https://www.ncbi.nlm.nih.gov/pubmed/36913582
http://dx.doi.org/10.1073/pnas.2214840120
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author Shin, Minkyu
Kim, Jin
van Opheusden, Bas
Griffiths, Thomas L.
author_facet Shin, Minkyu
Kim, Jin
van Opheusden, Bas
Griffiths, Thomas L.
author_sort Shin, Minkyu
collection PubMed
description How will superhuman artificial intelligence (AI) affect human decision-making? And what will be the mechanisms behind this effect? We address these questions in a domain where AI already exceeds human performance, analyzing more than 5.8 million move decisions made by professional Go players over the past 71 y (1950 to 2021). To address the first question, we use a superhuman AI program to estimate the quality of human decisions across time, generating 58 billion counterfactual game patterns and comparing the win rates of actual human decisions with those of counterfactual AI decisions. We find that humans began to make significantly better decisions following the advent of superhuman AI. We then examine human players’ strategies across time and find that novel decisions (i.e., previously unobserved moves) occurred more frequently and became associated with higher decision quality after the advent of superhuman AI. Our findings suggest that the development of superhuman AI programs may have prompted human players to break away from traditional strategies and induced them to explore novel moves, which in turn may have improved their decision-making.
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spelling pubmed-100410972023-09-13 Superhuman artificial intelligence can improve human decision-making by increasing novelty Shin, Minkyu Kim, Jin van Opheusden, Bas Griffiths, Thomas L. Proc Natl Acad Sci U S A Social Sciences How will superhuman artificial intelligence (AI) affect human decision-making? And what will be the mechanisms behind this effect? We address these questions in a domain where AI already exceeds human performance, analyzing more than 5.8 million move decisions made by professional Go players over the past 71 y (1950 to 2021). To address the first question, we use a superhuman AI program to estimate the quality of human decisions across time, generating 58 billion counterfactual game patterns and comparing the win rates of actual human decisions with those of counterfactual AI decisions. We find that humans began to make significantly better decisions following the advent of superhuman AI. We then examine human players’ strategies across time and find that novel decisions (i.e., previously unobserved moves) occurred more frequently and became associated with higher decision quality after the advent of superhuman AI. Our findings suggest that the development of superhuman AI programs may have prompted human players to break away from traditional strategies and induced them to explore novel moves, which in turn may have improved their decision-making. National Academy of Sciences 2023-03-13 2023-03-21 /pmc/articles/PMC10041097/ /pubmed/36913582 http://dx.doi.org/10.1073/pnas.2214840120 Text en Copyright © 2023 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND). (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Social Sciences
Shin, Minkyu
Kim, Jin
van Opheusden, Bas
Griffiths, Thomas L.
Superhuman artificial intelligence can improve human decision-making by increasing novelty
title Superhuman artificial intelligence can improve human decision-making by increasing novelty
title_full Superhuman artificial intelligence can improve human decision-making by increasing novelty
title_fullStr Superhuman artificial intelligence can improve human decision-making by increasing novelty
title_full_unstemmed Superhuman artificial intelligence can improve human decision-making by increasing novelty
title_short Superhuman artificial intelligence can improve human decision-making by increasing novelty
title_sort superhuman artificial intelligence can improve human decision-making by increasing novelty
topic Social Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10041097/
https://www.ncbi.nlm.nih.gov/pubmed/36913582
http://dx.doi.org/10.1073/pnas.2214840120
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