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4 - Learning Deterministic Models

from Part I - Deterministic State-Transition Systems

Published online by Cambridge University Press:  19 May 2025

Malik Ghallab
Affiliation:
LAAS-CNRS, Toulouse
Dana Nau
Affiliation:
University of Maryland, College Park
Paolo Traverso
Affiliation:
Fondazione Bruno Kessler, Trento, Italy
Michela Milano
Affiliation:
Università degli Studi, Bologna, Italy
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Summary

This chapter is about two key aspects of learning with deterministic models: learning heuristics to speed up the search for a solution plan and the automated synthesis of the model itself. We discuss how to learn heuristics for exploring parts of the search space that are more likely to lead to solutions. We then address the problem of how to learn a deterministic model, with a focus on learning action schemas.

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Publisher: Cambridge University Press
Print publication year: 2025

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