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Novelty Heuristics, Multi-Queue Search, and Portfolios for Numeric Planning

About

Heuristic search is a powerful approach for solving planning problems and numeric planning is no exception. In this paper, we boost the performance of heuristic search for numeric planning with various powerful techniques orthogonal to improving heuristic informedness: numeric novelty heuristics, the Manhattan distance heuristic, and exploring the use of multi-queue search and portfolios for combining heuristics.

Dillon Z. Chen, Sylvie Thi\'ebaux• 2024

Related benchmarks

TaskDatasetResultRank
Numeric PlanningIPC Numeric & Custom Planning Domains 2023 (Evaluation set)
Block Grouping Score20
16
Numeric PlanningDrn S
Solved Rate18
8
Numeric PlanningMPrime S
Solved Rate17
8
Numeric PlanningTpp L
Solved Count7
8
Numeric PlanningDel S
Solved Count14
8
Numeric PlanningZeno S
Solved Rate17
8
Numeric PlanningRvr S
Solved Rate12
8
Numeric PlanningFarm S
Solved Rate20
8
Numeric PlanningFarm L
Solved Count20
8
Numeric PlanningHPwr S
Solved Count20
8
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