Encoding lifted classical planning in propositional logic

D Höller, G Behnke - Proceedings of the International Conference on …, 2022 - ojs.aaai.org
Planning models are usually defined in lifted, ie first order formalisms, while most solvers
need (variable-free) grounded representations. Though techniques for grounding prune …

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] Landmark Heuristics for Lifted Classical Planning.

J Wichlacz, D Höller, J Hoffmann - IJCAI, 2022 - fai.cs.uni-saarland.de
While state-of-the-art planning systems need a grounded (propositional) task representation,
the input model is provided “lifted”, specifying predicates and action schemas with variables …

Optimizing the optimization of planning domains by automatic action schema splitting

M Elahi, J Rintanen - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Most planners are based on grounding, that is, generating all instances of a parameterized
action during a preprocessing phase. For some problems the number of ground actions is …

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 …

Novelty and lifted helpful actions in generalized planning

C Lei, N Lipovetzky, KA Ehinger - Proceedings of the International …, 2023 - ojs.aaai.org
It has been shown recently that successful techniques in classical planning, such as goal-
oriented heuristics and landmarks, can improve the ability to compute planning programs for …

Classical planning as QBF without grounding

I Shaik, J van de Pol - Proceedings of the International Conference on …, 2022 - ojs.aaai.org
Most classical planners use grounding as a preprocessing step, essentially reducing
planning to propositional logic. However, grounding involves instantiating all rules and …

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 …

Best-first width search for lifted classical planning

AB Corrêa, J Seipp - Proceedings of the International Conference on …, 2022 - ojs.aaai.org
Lifted planners are useful to solve tasks that are too hard to ground. Still, computing
informative lifted heuristics is difficult: directly adapting ground heuristics to the lifted setting …

[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 …