GANIAN, Robert, Filip POKRÝVKA, André SCHIDLER, Kirill SIMONOV and Stefan SZEIDER. Weighted Model Counting with Twin-Width. Online. In Meel, Kuldeep S. and Strichman, Ofer. 25th International Conference on Theory and Applications of Satisfiability Testing (SAT 2022). Dagstuhl, Germany: Schloss Dagstuhl - Leibniz-Zentrum fur Informatik, 2022, p. "15:1"-"15:17", 17 pp. ISBN 978-3-95977-242-6. Available from: https://dx.doi.org/10.4230/LIPIcs.SAT.2022.15.
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Basic information
Original name Weighted Model Counting with Twin-Width
Authors GANIAN, Robert (203 Czech Republic), Filip POKRÝVKA (703 Slovakia, belonging to the institution), André SCHIDLER, Kirill SIMONOV and Stefan SZEIDER.
Edition Dagstuhl, Germany, 25th International Conference on Theory and Applications of Satisfiability Testing (SAT 2022), p. "15:1"-"15:17", 17 pp. 2022.
Publisher Schloss Dagstuhl - Leibniz-Zentrum fur Informatik
Other information
Original language English
Type of outcome Proceedings paper
Field of Study 10201 Computer sciences, information science, bioinformatics
Country of publisher Germany
Confidentiality degree is not subject to a state or trade secret
Publication form electronic version available online
RIV identification code RIV/00216224:14330/22:00126576
Organization unit Faculty of Informatics
ISBN 978-3-95977-242-6
ISSN 1868-8969
Doi http://dx.doi.org/10.4230/LIPIcs.SAT.2022.15
Keywords in English Weighted model counting;twin-width;parameterized complexity;SAT
Tags core_A, firank_A
Tags International impact, Reviewed
Changed by Changed by: RNDr. Pavel Šmerk, Ph.D., učo 3880. Changed: 28/3/2023 11:54.
Abstract
Bonnet et al. (FOCS 2020) introduced the graph invariant twin-width and showed that many NP-hard problems are tractable for graphs of bounded twin-width, generalizing similar results for other width measures, including treewidth and clique-width. In this paper, we investigate the use of twin-width for solving the propositional satisfiability problem (SAT) and propositional model counting. We particularly focus on Bounded-ones Weighted Model Counting (BWMC), which takes as input a CNF formula F along with a bound k and asks for the weighted sum of all models with at most k positive literals. BWMC generalizes not only SAT but also (weighted) model counting. We develop the notion of “signed” twin-width of CNF formulas and establish that BWMC is fixed-parameter tractable when parameterized by the certified signed twin-width of F plus k. We show that this result is tight: it is neither possible to drop the bound k nor use the vanilla twin-width instead if one wishes to retain fixed-parameter tractability, even for the easier problem SAT. Our theoretical results are complemented with an empirical evaluation and comparison of signed twin-width on various classes of CNF formulas.
Links
GA20-04567S, research and development projectName: Struktura efektivně řešitelných případů těžkých algoritmických problémů na grafech
Investor: Czech Science Foundation
MUNI/A/1145/2021, interní kód MUName: Rozsáhlé výpočetní systémy: modely, aplikace a verifikace XI. (Acronym: SV-FI MAV XI.)
Investor: Masaryk University
MUNI/A/1230/2021, interní kód MUName: Zapojení studentů Fakulty informatiky do mezinárodní vědecké komunity 22 (Acronym: SKOMU)
Investor: Masaryk University
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