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cs.AI2026
LLM-Evolved Pattern Generators for Optimal Classical Planning
Windy Phung, Dominik Drexler, Arnaud Lequen +1
Learned heuristics have recently become a competitive alternative to traditional domain-independent heuristics for satisficing planning. Existing approaches, however, focus on impr…
cs.AI2024
Learning Interpretable Classifiers for PDDL Planning
Arnaud Lequen
We consider the problem of synthesizing interpretable models that recognize the behaviour of an agent compared to other agents, on a whole set of similar planning tasks expressed i…
cs.AI2024
Homomorphisms and Embeddings of STRIPS Planning Models
Arnaud Lequen, Martin C. Cooper, Frédéric Maris
Determining whether two STRIPS planning instances are isomorphic is the simplest form of comparison between planning instances. It is also a particular case of the problem concerne…