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Weighted Model Counting with Twin-Width

Authors Robert Ganian , Filip Pokrývka , André Schidler, Kirill Simonov, Stefan Szeider

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Author Details

Robert Ganian
  • Algorithms and Complexity Group, TU Wien, Austria
Filip Pokrývka
  • Masaryk University, Brno, Czech Republic
André Schidler
  • Algorithms and Complexity Group, TU Wien, Austria
Kirill Simonov
  • Algorithms and Complexity Group, TU Wien, Austria
Stefan Szeider
  • Algorithms and Complexity Group, TU Wien, Austria

Funding

  • Ganian, Robert: support by the Austrian Science Fund (FWF, project Y1329).
  • Pokrývka, Filip: supported by the Czech Science Foundation, project no. 20-04567S.
  • Simonov, Kirill: supported by the Austrian Science Fund (FWF, projects Y1329 and P31336).
  • Szeider, Stefan: supported by the Austrian Science Fund (FWF, project P32441) and by the Vienna Science and Technology Fund (WWTF, project ICT19-065).

Acknowledgements

The authors thank Édouard Bonnet for his helpful feedback regarding the relationship between signed twin-width and planar graphs.

Cite AsGet BibTex

Robert Ganian, Filip Pokrývka, André Schidler, Kirill Simonov, and Stefan Szeider. Weighted Model Counting with Twin-Width. In 25th International Conference on Theory and Applications of Satisfiability Testing (SAT 2022). Leibniz International Proceedings in Informatics (LIPIcs), Volume 236, pp. 15:1-15:17, Schloss Dagstuhl - Leibniz-Zentrum für Informatik (2022)
https://doi.org/10.4230/LIPIcs.SAT.2022.15

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.

Subject Classification

ACM Subject Classification
  • Theory of computation → Parameterized complexity and exact algorithms
Keywords
  • Weighted model counting
  • twin-width
  • parameterized complexity
  • SAT

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References

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