Computable Variants of AIXI which are More Powerful than AIXI tl

This paper presents Unlimited Computable AI, or UCAI, that is a family of computable variants of AIXI. UCAI is more powerful than AIXI tl , which is a conventional family of computable variants of AIXI, in the following ways: 1) UCAI supports models of terminating computation, including typed lambda...

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Veröffentlicht in:Journal of artificial general intelligence 2019-01, Vol.10 (1), p.1-23
1. Verfasser: Katayama, Susumu
Format: Artikel
Sprache:eng
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Zusammenfassung:This paper presents Unlimited Computable AI, or UCAI, that is a family of computable variants of AIXI. UCAI is more powerful than AIXI tl , which is a conventional family of computable variants of AIXI, in the following ways: 1) UCAI supports models of terminating computation, including typed lambda calculi, while AIXI tl only supports Turing machine with timeout ˜ t , which can be simulated by typed lambda calculi for any ˜ t ; 2) unlike UCAI, AIXI tl limits the program length to some ˜ l .
ISSN:1946-0163
1946-0163
DOI:10.2478/jagi-2019-0001