SAT Modulo Symmetries for Graph Generation and Enumeration

IF 0.7 4区 数学 Q3 COMPUTER SCIENCE, THEORY & METHODS ACM Transactions on Computational Logic Pub Date : 2024-06-09 DOI:10.1145/3670405
Markus Kirchweger, Stefan Szeider
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引用次数: 14

Abstract

We propose a novel SAT-based approach to graph generation. Our approach utilizes the interaction between a CDCL SAT solver and a special symmetry propagator where the SAT solver runs on an encoding of the desired graph property. The symmetry propagator checks partially generated graphs for minimality with respect to a lexicographic ordering during the solving process. This approach has several advantages over a static symmetry breaking: (i) symmetries are detected early in the generation process, (ii) symmetry breaking is seamlessly integrated into the CDCL procedure, and (iii) the propagator performs a complete symmetry breaking without causing a prohibitively large initial encoding. We instantiate our approach by generating extremal graphs with certain restrictions in terms of forbidden subgraphs and diameter. In particular, we could confirm the Murty-Simon Conjecture (1979) on diameter-2-critical graphs for graphs up to 19 vertices and prove the exact number of Ramsey graphs \(\mathcal{R}(3,5,n)\) and \(\mathcal{R}(4,4,n)\) .
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用于图形生成和枚举的 SAT 模对称
我们提出了一种新颖的基于 SAT 的图形生成方法。我们的方法利用 CDCL SAT 求解器和特殊对称性传播器之间的互动,其中 SAT 求解器在所需图形属性的编码上运行。在求解过程中,对称性传播器根据词典排序检查部分生成图的最小性。与静态对称性破缺相比,这种方法有以下几个优点:(i) 在生成过程的早期就能检测到对称性;(ii) 对称性破缺无缝集成到 CDCL 程序中;(iii) 传播器执行完整的对称性破缺,而不会产生过大的初始编码。我们通过生成对禁止子图和直径有一定限制的极值图来实现我们的方法。特别是,我们可以证实关于直径-2临界图的 Murty-Simon 猜想(1979 年),该猜想适用于顶点数最多为 19 的图,并证明了拉姆齐图的\(\mathcal{R}(3,5,n)\)和\(\mathcal{R}(4,4,n)\)的确切数目。
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来源期刊
ACM Transactions on Computational Logic
ACM Transactions on Computational Logic 工程技术-计算机:理论方法
CiteScore
2.30
自引率
0.00%
发文量
37
审稿时长
>12 weeks
期刊介绍: TOCL welcomes submissions related to all aspects of logic as it pertains to topics in computer science. This area has a great tradition in computer science. Several researchers who earned the ACM Turing award have also contributed to this field, namely Edgar Codd (relational database systems), Stephen Cook (complexity of logical theories), Edsger W. Dijkstra, Robert W. Floyd, Tony Hoare, Amir Pnueli, Dana Scott, Edmond M. Clarke, Allen E. Emerson, and Joseph Sifakis (program logics, program derivation and verification, programming languages semantics), Robin Milner (interactive theorem proving, concurrency calculi, and functional programming), and John McCarthy (functional programming and logics in AI). Logic continues to play an important role in computer science and has permeated several of its areas, including artificial intelligence, computational complexity, database systems, and programming languages. The Editorial Board of this journal seeks and hopes to attract high-quality submissions in all the above-mentioned areas of computational logic so that TOCL becomes the standard reference in the field. Both theoretical and applied papers are sought. Submissions showing novel use of logic in computer science are especially welcome.
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