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Abstract
The dramatic improvements in Boolean satisfiability (SAT) solving since the turn of the millennium have made it possible to leverage state-of-the-art conflict-driven clause learning (CDCL) solvers for many combinatorial problems in academia and industry, and the use of proof logging has played a crucial role in increasing the confidence that the results these solvers produce are correct. However, the fact that SAT proof logging is performed in conjunctive normal form (CNF) clausal format means that it has not been possible to extend guarantees of correctness to the use of SAT solvers for more expressive combinatorial paradigms, where the first step is an unverified translation of the input to CNF.
In this work, we show how cutting-planes-based reasoning can provide proof logging for solvers that translate pseudo-Boolean (a.k.a. 0-1 integer linear) decision problems to CNF and then run CDCL. To support a wide range of encodings, we provide a uniform and easily extensible framework for proof logging of CNF translations. We are hopeful that this is just a first step towards providing a unified proof logging approach that will also extend to maximum satisfiability (MaxSAT) solving and pseudo-Boolean optimization in general.
In this work, we show how cutting-planes-based reasoning can provide proof logging for solvers that translate pseudo-Boolean (a.k.a. 0-1 integer linear) decision problems to CNF and then run CDCL. To support a wide range of encodings, we provide a uniform and easily extensible framework for proof logging of CNF translations. We are hopeful that this is just a first step towards providing a unified proof logging approach that will also extend to maximum satisfiability (MaxSAT) solving and pseudo-Boolean optimization in general.
Original language | English |
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Title of host publication | 25th International Conference on Theory and Applications of Satisfiability Testing (SAT 2022) |
Editors | Kuldeep S. Meel, Ofer Strichman |
Publisher | Schloss Dagstuhl - Leibniz-Zentrum für Informatik |
Number of pages | 25 |
ISBN (Electronic) | 978-3-95977-242-6 |
DOIs | |
Publication status | Published - 2022 Jul 28 |
Event | 25th International Conference on Theory and Applications of Satisfiability Testing (SAT 2022) - Haifa, Israel Duration: 2022 Aug 2 → 2022 Aug 5 |
Publication series
Name | Leibniz International Proceedings in Informatics (LIPIcs) |
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Publisher | Schloss Dagstuhl - Leibniz-Zentrum für Informatik |
Volume | 236 |
ISSN (Electronic) | 1868-8969 |
Conference
Conference | 25th International Conference on Theory and Applications of Satisfiability Testing (SAT 2022) |
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Country/Territory | Israel |
City | Haifa |
Period | 2022/08/02 → 2022/08/05 |
Subject classification (UKÄ)
- Computer Sciences
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Dive into the research topics of 'Certified CNF Translations for Pseudo-Boolean Solving'. Together they form a unique fingerprint.Projects
- 2 Active
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Certified Linear Pseudo-Boolean Optimization
Oertel, A. (Researcher), Nordström, J. (Supervisor) & de Rezende, S. (Assistant supervisor)
2021/11/16 → …
Project: Dissertation
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WASP: Wallenberg AI, Autonomous Systems and Software Program at Lund University
Årzén, K.-E. (Researcher)
2015/10/01 → 2029/12/31
Project: Research
Prizes
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Best paper award at the 25th International Conference on Theory and Applications of Satisfiability Testing
Gocht, S. (Recipient), Martins, R. (Recipient), Nordström, J. (Recipient) & Oertel, A. (Recipient), 2022
Prize: Prize (including medals and awards)