What you always wanted to know about the deterministic part of the international planning competition (IPC) 2014 (but were too afraid to ask)

M Vallati, L Chrpa, TL Mccluskey - The Knowledge Engineering …, 2018 - cambridge.org
The International Planning Competition (IPC) is a prominent event of the artificial
intelligence planning community that has been organized since 1998; it aims at fostering the …

The IBaCoP planning system: Instance-based configured portfolios

I Cenamor, T De La Rosa, F Fernández - Journal of Artificial Intelligence …, 2016 - jair.org
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 …

Generalization in portfolio-based algorithm selection

MF Balcan, T Sandholm, E Vitercik - … of the AAAI Conference on Artificial …, 2021 - ojs.aaai.org
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 …

Explainable Planner Selection for Classical Planning

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 …

[HTML][HTML] Symbolic perimeter abstraction heuristics for cost-optimal planning

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 …

并行概率规划综述.

饶东宁, 李建华, 蒋志华… - Application Research of …, 2016 - search.ebscohost.com
自动规划针对特定领域的特定问题, 生成一个由可应用动作构成的规划. 经典规划中的动作效果
是确定的, 且在每个时间步内只能执行一个动作. 但在实际问题中, 动作的效果往往是不确定性的 …

[PDF][PDF] Automated Algorithm and Mechanism Configuration.

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 …

Meta-search through the space of representations and heuristics on a problem by problem basis

R Fuentetaja, M Barley, D Borrajo, J Douglas… - Proceedings of the …, 2018 - ojs.aaai.org
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 …

Explainable Planner Selection

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 …

On the configuration of robust static parallel portfolios for efficient plan generation

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 …