Projects per year
Abstract
Symmetry and dominance breaking can be crucial for solving hard combinatorial search and optimisation problems, but the correctness of these techniques sometimes relies on subtle arguments. For this reason, it is desirable to produce efficient, machine-verifiable certificates that solutions have been computed correctly. Building on the cutting planes proof system, we develop a certification method for optimisation problems in which symmetry and dominance breaking is easily expressible. Our experimental evaluation demonstrates that we can efficiently verify fully general symmetry breaking in Boolean satisfiability (SAT) solving, thus providing, for the first time, a unified method to certify a range of advanced SAT techniques that also includes cardinality and parity (XOR) reasoning. In addition, we apply our method to maximum clique solving and constraint programming as a proof of concept that the approach applies to a wider range of combinatorial problems.
Original language | English |
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Pages (from-to) | 1539-1589 |
Number of pages | 51 |
Journal | Journal of Artificial Intelligence Research |
Volume | 77 |
DOIs | |
Publication status | Published - 2023 |
Fingerprint
Dive into the research topics of 'Certified Dominance and Symmetry Breaking for Combinatorial Optimisation'. Together they form a unique fingerprint.Projects
- 1 Finished
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FWOAL1002: FRESCO: A FRamework for Explainable Solving and Constraint Optimization
1/01/21 → 31/12/24
Project: Fundamental
Prizes
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AAAI 2022 Distinguihsed Paper Award
Bogaerts, Bart (Recipient), Gocht, S. (Recipient), McCreesh, C. (Recipient) & Nordström, J. (Recipient), 2022
Prize: Prize (including medals and awards)