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Kinds of Intelligence

This project draws on current work in psychology, neuroscience, philosophy, computer science, and cognitive robotics in order to further develop and critically assess notions of general intelligence used in AI.

Computers outperform humans on many tasks, but it is unclear whether and when the development of artificial general intelligence (AGI) will occur. One of the difficulties is that intelligence, both natural and artificial, is notoriously difficult to define. Much work has been done in AI on both defining general intelligence, and on specifying different forms of intelligent behaviour and reasoning ability. This work draws on principles of mathematical logic and rationality, as well as on work in psychology and neurobiology. This project draws on leading work in these fields to further develop and critically assess notions of general intelligence used in AI.

Recent progress in neurobiology and psychology has illuminated aspects of general intelligence in biology, including its computational organisation, evolutionary origins, relation to other capacities, such as cultural intelligence, and association with traits such as brain size and processing speed. This has contributed to growing cross-fertilisation with machine learning; reflected in the research strategy of leading groups, including our industry partners Google DeepMind and Vicarious. This project will draw on the latest findings in neurobiology and psychology, combined with work in computer science and cognitive robotics, with the ultimate aim of mapping the space of possible intelligences–biological, artificial, and hybrid. This will enable more accurate predictions of AGI development and improved assessments of its benefits and risks.

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AI Narratives