Sequential planning portfolios are very powerful in exploiting the complementary strength of different automated planners. The main challenge of a portfolio planner is to define which …
Portfolio-based algorithm selection has seen tremendous practical success over the past two decades. This algorithm configuration procedure works by first selecting a portfolio of …
P Ferber, J Seipp - Proceedings of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
Since no classical planner consistently outperforms all others, it is important to select a planner that works well for a given classical planning task. The two strongest approaches for …
Á Torralba, CL López, D Borrajo - Artificial Intelligence, 2018 - Elsevier
In the context of heuristic search within automated planning, abstraction heuristics map the problem into an abstract instance and use the optimal solution cost in the abstract state …
E Vitercik - 2021 - reports-archive.adm.cs.cmu.edu
Algorithms from diverse domains often have tunable parameters that have a significant impact on performance metrics such as solution quality, runtime, and memory usage …
Two key aspects of problem solving are representation and search heuristics. Both theoretical and experimental studies have shown that there is no one best problem …
P Ferber, J Seipp - In Proceedings of the International Workshop of …, 2020 - edoc.unibas.ch
Since no classical planner consistently outperforms all oth ers, it is important to select a planner that works well for a given classical planning task. The two strongest approaches for …
M Vallati, L Chrpa, D Kitchin - … Conference, Wuxi, China, June 11–13 …, 2018 - Springer
Automated Planning has achieved a significant step forward in the last decade, and many advanced planning engines have been introduced. Nowadays, increases in computational …