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cs.AI2025
TwoStep: Multi-agent Task Planning using Classical Planners and Large Language Models
David Bai, Ishika Singh, David Traum +1
Classical planning formulations like the Planning Domain Definition Language (PDDL) admit action sequences guaranteed to achieve a goal state given an initial state if any are poss…
cs.AI2024
Language Models can Infer Action Semantics for Symbolic Planners from Environment Feedback
Wang Zhu, Ishika Singh, Robin Jia +1
Symbolic planners can discover a sequence of actions from initial to goal states given expert-defined, domain-specific logical action semantics. Large Language Models (LLMs) can di…