2024
IJCAI
IJCAI 2024
Laying the Foundations for Solving FOND HTN Problems: Grounding, Search, Heuristics (and Benchmark Problems)
Abstract
Building upon recent advancements in formalising Fully Observable Non-Deterministic (FOND) Hierarchical Task Network (HTN) planning, we present the first approach to find strong solutions for HTN problems with uncertainty in action outcomes. We present a search algorithm, along with a compilation that relaxes a FOND HTN problem to a deterministic one. This allows the utilisation of existing grounders and heuristics from the deterministic HTN planning literature.
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Keyword Pioneer
— nondeterministic planning
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Reinforcement Learning, Robotics
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Interdisciplinary Bridge
— Artificial Intelligence and Knowledge & Reasoning