Cognitive Studies: Bulletin of the Japanese Cognitive Science Society
Online ISSN : 1881-5995
Print ISSN : 1341-7924
ISSN-L : 1341-7924
Feature The horizon of deep learning from the perspective of cognitive science
How to create a superintelligence
Takuya Matsuda
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JOURNAL FREE ACCESS

2022 Volume 29 Issue 1 Pages 24-35

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Abstract

We discuss possible paths to create a superintelligence, which is an artificial general intelligence (AGI) of immense intellectual capacity. We argue that the creation of the superintelligence has huge political/economic/cultural impacts on the world. There could be two approaches to creating AGI: the biological approach and the engineering one. In the former case, it is necessary to find the master algorithm operating in the human neocortex. We argue that a possible model of the master algorithm is a dynamical Bayesian network. In the latter approach, we are witnessing a big progress in Natural Language Processing AI such as Transformer, BERT, GPT-3 etc. which are exhibiting a glimpse of real human intelligence. We discuss that the key element is the attention mechanism.

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© 2022 Japanese Cognitive Science Society
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