Logic-based explainability in machine learning

J Marques-Silva - … Knowledge: 18th International Summer School 2022 …, 2023 - Springer
The last decade witnessed an ever-increasing stream of successes in Machine Learning
(ML). These successes offer clear evidence that ML is bound to become pervasive in a wide …

Proof complexity and SAT solving

S Buss, J Nordström - Handbook of Satisfiability, 2021 - ebooks.iospress.nl
This chapter gives an overview of proof complexity and connections to SAT solving, focusing
on proof systems such as resolution, Nullstellensatz, polynomial calculus, and cutting planes …

Certified dominance and symmetry breaking for combinatorial optimisation

B Bogaerts, S Gocht, C McCreesh… - Journal of Artificial …, 2023 - jair.org
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 …

Certified core-guided MaxSAT solving

J Berg, B Bogaerts, J Nordström, A Oertel… - … on Automated Deduction, 2023 - Springer
In the last couple of decades, developments in SAT-based optimization have led to highly
efficient maximum satisfiability (MaxSAT) solvers, but in contrast to the SAT solvers on which …

Certified symmetry and dominance breaking for combinatorial optimisation

B Bogaerts, S Gocht, C McCreesh… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
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 …

The Glasgow subgraph solver: using constraint programming to tackle hard subgraph isomorphism problem variants

C McCreesh, P Prosser, J Trimble - International Conference on Graph …, 2020 - Springer
Abstract The Glasgow Subgraph Solver provides an implementation of state of the art
algorithms for subgraph isomorphism problems. It combines constraint programming …

[PDF][PDF] An auditable constraint programming solver

S Gocht, C McCreesh, J Nordström - … International Conference on …, 2022 - drops.dagstuhl.de
We describe the design and implementation of a new constraint programming solver that
can produce an auditable record of what problem was solved and how the solution was …

Certifying parity reasoning efficiently using pseudo-Boolean proofs

S Gocht, J Nordström - Proceedings of the AAAI Conference on Artificial …, 2021 - ojs.aaai.org
The dramatic improvements in combinatorial optimization algorithms over the last decades
have had a major impact in artificial intelligence, operations research, and beyond, but the …

[PDF][PDF] Certified CNF translations for pseudo-Boolean solving

S Gocht, R Martins, J Nordström… - … Conference on Theory …, 2022 - drops.dagstuhl.de
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 …

QMaxSATpb: A certified MaxSAT solver

D Vandesande, W De Wulf, B Bogaerts - International Conference on Logic …, 2022 - Springer
While certification has been successful in the context of satisfiablity solving, with most state-
of-the-art solvers now able to provide proofs of unsatisfiability, in maximum satisfiability …