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Marcus Hutter - Universal Artificial Intelligence - Singularity Summit Australia 2012

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Published on Oct 20, 2012

Marcus Hutter UAI - Universal Artificial Intelligence
http://2012.singularitysummit.com.au/...
Abstract: The approaches to Artificial Intelligence (AI) in the last century may be labelled as (a) trying to understand and copy (human)
nature, (b) being based on heuristic considerations, (c) being formal but from the outset (provably) limited, (d) being (mere)
frameworks that leave crucial aspects unspecified. This decade has spawned the first theory of AI, which (e) is principled, formal,
complete, and general. This theory, called Universal AI, is about ultimate super-intelligence. It can serve as a gold standard for
General AI, and implicitly proposes a formal definition of machine intelligence. After a brief review of the various approaches to
(general) AI, I will give an introduction to Universal AI, concentrating on the philosophical, mathematical, and computational
aspects behind it. I will also discuss various implications and future challenges.

Also see
http://2012.singularitysummit.com.au/...

AIXI, UAI, Rational Agents, Solomonoff Induction and the Singularity

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