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Death and suicide in universal artificial intelligence

Martin, Jarryd; Everitt, Tom; Hutter, Marcus

Description

Reinforcement learning (RL) is a general paradigm for studying intelligent behaviour, with applications ranging from artificial intelligence to psychology and economics. AIXI is a universal solution to the RL problem; it can learn any computable environment. A technical subtlety of AIXI is that it is defined using a mixture over semimeasures that need not sum to 1, rather than over proper probability measures. In this work we argue that the shortfall of a semimeasure can naturally be...[Show more]

CollectionsANU Research Publications
Date published: 2016-06-25
Type: Journal article
URI: http://hdl.handle.net/1885/111443
Source: Lecture Notes in Computer Science
DOI: 10.1007/978-3-319-41649-6_3

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