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Optimised Variants of Polynomial Compilation for Conditional Effects in Classical Planning

Title: Optimised Variants of Polynomial Compilation for Conditional Effects in Classical Planning
Authors: Percassi F.; Scala E.; Gerevini A. E.
Contributors: Percassi F.; Scala E.; Gerevini A. E.
Publisher Information: Association for the Advancement of Artificial Intelligence
Publication Year: 2024
Collection: Università degli Studi di Brescia: OPENBS - Open Archive UniBS
Description: Conditional effects are a key feature in classical planning, enabling the description of actions whose outcomes are statedependent. It is well known that removing conditional effects in a polynomial way necessarily increases the size of a valid plan by a polynomial factor. However, preserving the exact plan size requires encoding the problem exponentially. The paper proposes and empirically evaluates optimisations for existing polynomial compilations. These optimisations aim to make the resulting compilations more suitable for planners while limiting the increase in plan size, which is inevitable if we want to keep the compilation polynomial. Specifically, the paper introduces a polynomial compilation technique that expands conditional effects when their number is below a certain threshold and sequentialises them otherwise. Additionally, the paper demonstrates that even straightforward optimisations can have a notable impact.
Document Type: conference object
Language: English
Relation: ispartofbook:The International Symposium on Combinatorial Search; 17th International Symposium on Combinatorial Search, SoCS 2024; volume:17; firstpage:100; lastpage:108; numberofpages:9; https://hdl.handle.net/11379/619149
DOI: 10.1609/socs.v17i1.31547
Availability: https://hdl.handle.net/11379/619149; https://doi.org/10.1609/socs.v17i1.31547
Accession Number: edsbas.EA839291
Database: BASE