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On ensemble techniques for AIXI approximation

Veness, Joel; Sunehag, Peter; Hutter, Marcus

Description

One of the key challenges in AIXI approximation is model class approximation - i.e. how to meaningfully approximate Solomonoff Induction without requiring an infeasible amount of computation? This paper advocates a bottom-up approach to this problem, by describing a number of principled ensemble techniques for approximate AIXI agents. Each technique works by efficiently combining a set of existing environment models into a single, more powerful model. These techniques have the potential...[Show more]

CollectionsANU Research Publications
Date published: 2012-12
Type: Conference paper
URI: http://hdl.handle.net/1885/14726
DOI: 10.1007/978-3-642-35506-6_35

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