Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems. Issue 3 (7th September 2022)
- Record Type:
- Journal Article
- Title:
- Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems. Issue 3 (7th September 2022)
- Main Title:
- Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems
- Authors:
- Smolensky, Paul
McCoy, Richard Thomas
Fernandez, Roland
Goldrick, Matthew
Gao, Jianfeng - Abstract:
- Abstract: What explains the dramatic progress from 20th‐century to 21st‐century AI, and how can the remaining limitations of current AI be overcome? The widely accepted narrative attributes this progress to massive increases in the quantity of computational and data resources available to support statistical learning in deep artificial neural networks. We show that an additional crucial factor is the development of a new type of computation. Neurocompositional computing adopts two principles that must be simultaneously respected to enable human‐level cognition: the principles of Compositionality and Continuity. These have seemed irreconcilable until the recent mathematical discovery that compositionality can be realized not only through discrete methods of symbolic computing, but also through novel forms of continuous neural computing. The revolutionary recent progress in AI has resulted from the use of limited forms of neurocompositional computing. New, deeper forms of neurocompositional computing create AI systems that are more robust, accurate, and comprehensible.
- Is Part Of:
- AI magazine. Volume 43:Issue 3 (2022)
- Journal:
- AI magazine
- Issue:
- Volume 43:Issue 3 (2022)
- Issue Display:
- Volume 43, Issue 3 (2022)
- Year:
- 2022
- Volume:
- 43
- Issue:
- 3
- Issue Sort Value:
- 2022-0043-0003-0000
- Page Start:
- 308
- Page End:
- 322
- Publication Date:
- 2022-09-07
- Subjects:
- Artificial intelligence -- Periodicals
Artificial intelligence -- Computer programs -- Periodicals
System design -- Periodicals
Artificial intelligence -- Technological innovations -- Periodicals
Artificial intelligence -- Industrial applications -- Periodicals
Artificial intelligence -- Educational applications -- Periodicals
Intelligence artificielle -- Périodiques
Intelligence artificielle -- Logiciels -- Périodiques
Conception de systèmes -- Périodiques
Intelligence artificielle -- Innovations -- Périodiques
Intelligence artificielle -- Applications industrielles -- Périodiques
Intelligence artificielle -- Applications en éducation -- Périodiques
Artificial intelligence
Artificial intelligence -- Computer programs
Artificial intelligence -- Educational applications
Artificial intelligence -- Industrial applications
System design
Kunstmatige intelligentie
Electronic journals
Periodicals
Periodicals
006.305 - Journal URLs:
- https://onlinelibrary.wiley.com/journal/23719621 ↗
http://www.aaai.org/Library/Magazine ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/aaai.12065 ↗
- Languages:
- English
- ISSNs:
- 0738-4602
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
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- 24346.xml