43.9LOApr 24
Approaching the Conway-99 problem using SAT solversAli Keramatipour, Anuj Dawar
The Conway-99 problem questions the existence of a strongly regular graph with 99 vertices and specific parameters. A \textit{strongly} regular graph is a regular graph that exhibits two additional properties: vertices must share a fixed number of neighbours, depending on whether they are adjacent or not, given by two parameters. Despite the search space for this graph being finite, the computational power needed to traverse it is substantial. Therefore, better strategies are required in order to find this graph or prove its non-existence. SAT solvers, designed to solve instances of boolean satisfiability formulas, have been developed and optimised significantly due to the simplicity of SAT problems. Based on Cook-Levin's theorem, computer scientists have been focusing on developing efficient SAT solvers as many problems can be reduced to a SAT problem instance. Hence, we decided to approach the Conway-99 problem using SAT solvers. To do this, we study strongly regular graphs' properties and SAT solvers' capabilities. By encoding the problem of finding strongly regular graphs into SAT instances and running experimental tests, we shall see the incapability of SAT solvers facing this problem in a reasonable time. We will then explore the underlying mathematical reasons for these limitations.
21.9CCMar 16
Symmetric Algebraic Circuits and Homomorphism PolynomialsAnuj Dawar, Benedikt Pago, Tim Seppelt
The central open question of algebraic complexity is whether VP is unequal to VNP, which is saying that the permanent cannot be represented by families of polynomial-size algebraic circuits. For symmetric algebraic circuits, this has been confirmed by Dawar and Wilsenach (2020, 2025) who showed exponential lower bounds on the size of symmetric circuits for the permanent. In this work, we set out to develop a more general symmetric algebraic complexity theory. Our main result is that a family of symmetric polynomials admits small symmetric circuits if and only if they can be written as a linear combination of homomorphism counting polynomials of graphs of bounded treewidth. We also establish a relationship between the symmetric complexity of subgraph counting polynomials and the vertex cover number of the pattern graph. As a concrete example, we examine the symmetric complexity of immanant families (a generalisation of the determinant and permanent) and show that a known conditional dichotomy due to Curticapean (2021) holds unconditionally in the symmetric setting.
70.3LOMay 11
Preservation Theorems in Semiring SemanticsSophie Brinke, Anuj Dawar, Erich Grädel et al.
We study the status of preservation theorems such as the Łoś-Tarski theorem and the homomorphism preservation theorem in the context of semiring semantics. Semiring semantics has its origins in the provenance analysis of database queries. Depending on the underlying semiring, it allows us to track which atomic facts are responsible for the truth of a statement or practical information about the evaluation such as costs or confidence. The systematic development of semiring semantics for first-order logic and other logical systems raises the question to what extent classical model-theoretic results can be generalised to this setting and how such results depend on the underlying semiring. The definitions of semantic properties such as preservation under extensions, substructures, or homomorphisms naturally generalise to the setting of semiring semantics. However, the status of the corresponding preservation theorem strongly depends on the algebraic properties of the particular semirings. We prove that these preservation theorems do indeed hold for all lattice semirings (a quite large class, encompassing practically relevant semirings and in particular all min-max semirings). The proofs combine adaptations of the classical compactness and amalgamation methods with specific reduction methods for logical entailment that have been developed in semiring semantics. On the other side, variants of the existential preservation theorem fail for many other semirings, including the tropical semiring, the Viterbi semiring, the Łukasiewicz semiring, and the natural semiring. Surprisingly, the existential preservation theorem does hold for finite interpretations in a number of semirings, including all lattice semirings. Thus, the situation for these semirings is in sharp contrast to the Boolean case, where the Łoś-Tarski theorem holds in general, but not in the finite.