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On the computability of Solomonoff induction and AIXI

Leike, Jan; Hutter, Marcus

Description

How could we solve the machine learning and the artificial intelligence problem if we had infinite computation? Solomonoff induction and the reinforcement learning agent AIXI are proposed answers to this question. Both are known to be incomputable. We quantify this using the arithmetical hierarchy, and prove upper and in most cases corresponding lower bounds for incomputability. Moreover, we show that AIXI is not limit computable, thus it cannot be approximated using finite computation. However...[Show more]

CollectionsANU Research Publications
Date published: 2018-03-15
Type: Journal article
URI: http://hdl.handle.net/1885/232674
Source: Theoretical Computer Science
DOI: 10.1016/j.tcs.2017.11.020
Access Rights: Open Access

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