Certified Symmetry and Dominance Breaking for Combinatorial Optimisation
Keywords:Constraint Satisfaction And Optimization (CSO)
AbstractSymmetry 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 are 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 XOR and cardinality 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.
How to Cite
Bogaerts, B., Gocht, S., McCreesh, C., & Nordström, J. (2022). Certified Symmetry and Dominance Breaking for Combinatorial Optimisation. Proceedings of the AAAI Conference on Artificial Intelligence, 36(4), 3698-3707. https://doi.org/10.1609/aaai.v36i4.20283
AAAI Technical Track on Constraint Satisfaction and Optimization