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 …
(ML). These successes offer clear evidence that ML is bound to become pervasive in a wide …
Proof complexity and SAT solving
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 …
on proof systems such as resolution, Nullstellensatz, polynomial calculus, and cutting planes …
Certified dominance and symmetry breaking for combinatorial optimisation
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 …
optimisation problems, but the correctness of these techniques sometimes relies on subtle …
Certified core-guided MaxSAT solving
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 …
efficient maximum satisfiability (MaxSAT) solvers, but in contrast to the SAT solvers on which …
Certified symmetry and dominance breaking for combinatorial optimisation
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 …
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
Abstract The Glasgow Subgraph Solver provides an implementation of state of the art
algorithms for subgraph isomorphism problems. It combines constraint programming …
algorithms for subgraph isomorphism problems. It combines constraint programming …
[PDF][PDF] An auditable constraint programming solver
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 …
can produce an auditable record of what problem was solved and how the solution was …
Certifying parity reasoning efficiently using pseudo-Boolean proofs
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 …
have had a major impact in artificial intelligence, operations research, and beyond, but the …
[PDF][PDF] Certified CNF translations for pseudo-Boolean solving
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 …
millennium have made it possible to leverage state-of-the-art conflict-driven clause learning …
QMaxSATpb: A certified MaxSAT solver
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 …
of-the-art solvers now able to provide proofs of unsatisfiability, in maximum satisfiability …