The FF heuristic for lifted classical planning

AB Corrêa, F Pommerening, M Helmert… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
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 …

Planning with Object Creation

AB Corrêa, G De Giacomo, M Helmert… - Proceedings of the …, 2024 - ojs.aaai.org
Classical planning problems are defined using some specification language, such as PDDL.
The domain expert defines action schemas, objects, the initial state, and the goal. One key …

[PDF][PDF] The powerlifted planning system in the IPC 2023

AB Corrêa, G Frances, M Hecher… - … Competition (IPC-10) …, 2023 - ai.dmi.unibas.ch
In this planner abstract, we introduce the version of the Powerlifted (Corrêa et al. 2020)
planning system used in the IPC 2023. Powerlifted is a lifted planner that works directly on …

Homomorphisms of lifted planning tasks: The case for delete-free relaxation heuristics

R Horčík, D Fišer, A Torralba - Proceedings of the AAAI Conference on …, 2022 - ojs.aaai.org
Classical planning tasks are modelled in PDDL which is a schematic language based on
first-order logic. Most of the current planners turn this lifted representation into a …

[PDF][PDF] Lifted planning: recent advances in planning using first-order representations

AB Corrêa, G De Giacomo - … Intelligence (IJCAI 2024). Ed. by Kate …, 2024 - diag.uniroma1.it
Lifted planning is usually defined as planning directly over a first-order representation. From
the mid-1990s until the late 2010s, lifted planning was sidelined, as most of the state-of-the …

Grounding planning tasks using tree decompositions and iterated solving

AB Corrêa, M Hecher, M Helmert, DM Longo… - Proceedings of the …, 2023 - ojs.aaai.org
Classical planning tasks are commonly described in a first-order language. However, most
classical planners translate tasks by grounding them and then rewriting them into a …

Learning Interpretable Classifiers for PDDL Planning

A Lequen - arXiv preprint arXiv:2410.10011, 2024 - arxiv.org
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 in …

Reformulation techniques for automated planning: a systematic review

D Alarnaouti, G Baryannis, M Vallati - The Knowledge Engineering …, 2023 - cambridge.org
Automated planning is a prominent area of Artificial Intelligence and an important
component for intelligent autonomous agents. A cornerstone of domain-independent …

Planning with different representations

A Blaas Correa - 2024 - edoc.unibas.ch
Classical planning tasks are represented using a logical language. It is common to use a
first-order representation, as this makes the description of the tasks more compact. Planners …

[PDF][PDF] Learning Interpretable Behaviour Classifiers for PDDL Planning

A Lequen - JIAF-JFPDA - hal.science
We consider the problem of synthesizing interpretable models that recognize the behaviour
of an agent out of many others, on a whole set of planning problems expressed in PDDL …