Monte Carlo Action Programming

February 25, 2017 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Lenz Belzner arXiv ID 1702.08441 Category cs.AI: Artificial Intelligence Cross-listed cs.PL Citations 1 Venue arXiv.org Last Checked 4 months ago
Abstract
This paper proposes Monte Carlo Action Programming, a programming language framework for autonomous systems that act in large probabilistic state spaces with high branching factors. It comprises formal syntax and semantics of a nondeterministic action programming language. The language is interpreted stochastically via Monte Carlo Tree Search. Effectiveness of the approach is shown empirically.
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