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Optimal Ordered Problem Solver (2002)
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by
Jürgen Schmidhuber
| Citations: | 70 - 21 self |
BibTeX
@MISC{Schmidhuber02optimalordered,
author = {Jürgen Schmidhuber},
title = {Optimal Ordered Problem Solver},
year = {2002}
}
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Abstract
We present a novel, general, optimally fast, incremental way of searching for a universal algorithm that solves each task in a sequence of tasks. The Optimal Ordered Problem Solver (OOPS) continually organizes and exploits previously found solutions to earlier tasks, eciently searching not only the space of domain-specific algorithms, but also the space of search algorithms. Essentially we extend the principles of optimal nonincremental universal search to build an incremental universal learner that is able to improve itself through experience.
