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Research map / Learning theory and algorithms / Combinatorial and search optimization

Finding Options that Minimize Planning Time

ICML 2019 · Learning theory and algorithms › Combinatorial and search optimization · approach: Classical and HTN planning · 7 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use A-MIMO's bounded-suboptimal option set instead of the optimal option setValue iteration with options · Four-room and 9 × 9 grid domainsVI iterationsHurt
Use betweenness options instead of arbitrary heuristic optionsValue iteration with options · Four-room domainVI iterationsHelped
Select betweenness options instead of eigenoptionsValue iteration with options · Four-room domainVI iterationsMixed
Use greedy option addition for the fixed-budget MIMO problemMIMO · MDPsVI iterationsHurt
Add point options selected by A-MOMIValue iteration · MDPs satisfying the algorithm assumptionsVI iterationsHelped

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