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Guillem Francès

3 accepted papers

2022

The FF Heuristic for Lifted Classical Planning

AAAI 2022technical

Heuristics for lifted planning are not yet as informed as the best heuristics for ground planning. Recent work introduced the idea of using Datalog programs to compute the additive heuristic over lifted tasks. Based on this work, we show how to compute the more informed FF heuristic in a lifted mann…

Cited by 18SourcePDFScholar
2021

Learning General Planning Policies from Small Examples Without Supervision

AAAI 2021technical

Generalized planning is concerned with the computation of general policies that solve multiple instances of a planning domain all at once. It has been recently shown that these policies can be computed in two steps: first, a suitable abstraction in the form of a qualitative numerical planning proble…

2021

Learning Generalized Unsolvability Heuristics for Classical Planning

IJCAI 2021poster

Recent work in classical planning has introduced dedicated techniques for detecting unsolvable states, i.e., states from which no goal state can be reached. We approach the problem from a generalized planning perspective and learn first-order-like formulas that characterize unsolvability for entire…

Cited by 24SourcePDFScholar