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One of the most famous algorithmic meta-theorems states that every graph property that can be defined by a sentence in counting monadic second order logic (CMSOL) can be checked in linear time for graphs of bounded treewidth, which is known…

计算机科学中的逻辑 · 计算机科学 2015-03-06 Lars Jaffke , Hans L. Bodlaender

Learning a graph topology to reveal the underlying relationship between data entities plays an important role in various machine learning and data analysis tasks. Under the assumption that structured data vary smoothly over a graph, the…

机器学习 · 统计学 2023-08-23 Xingyue Pu , Tianyue Cao , Xiaoyun Zhang , Xiaowen Dong , Siheng Chen

One of the most famous algorithmic meta-theorems states that every graph property that can be defined by a sentence in counting monadic second order logic (CMSOL) can be checked in linear time for graphs of bounded treewidth, which is known…

计算机科学中的逻辑 · 计算机科学 2015-09-29 Lars Jaffke , Hans L. Bodlaender

By algorithmic metatheorems for a model checking problem P over infinite-state systems we mean generic results that can be used to infer decidability (possibly complexity) of P not only over a specific class of infinite systems, but over a…

计算机科学中的逻辑 · 计算机科学 2009-10-28 Anthony Widjaja To , Leonid Libkin

A theorem of Ding, Oporowski, Oxley, and Vertigan implies that any sufficiently large twin-free graph contains a large matching, a co-matching, or a half-graph as a semi-induced subgraph. The sizes of these unavoidable patterns are measured…

计算复杂性 · 计算机科学 2026-02-10 Jan Dreier , Nikolas Mählmann , Sebastian Siebertz

We prove that Graph Isomorphism and Canonization in graphs excluding a fixed graph $H$ as a minor can be solved by an algorithm working in time $f(H)\cdot n^{O(1)}$, where $f$ is some function. In other words, we show that these problems…

数据结构与算法 · 计算机科学 2022-10-27 Daniel Lokshtanov , Marcin Pilipczuk , Michał Pilipczuk , Saket Saurabh

Several algorithmic meta-theorems on kernelization have appeared in the last years, starting with the result of Bodlaender et al. [FOCS 2009] on graphs of bounded genus, then generalized by Fomin et al. [SODA 2010] to graphs excluding a…

数据结构与算法 · 计算机科学 2014-11-21 Valentin Garnero , Christophe Paul , Ignasi Sau , Dimitrios M. Thilikos

We introduce a new logic for describing properties of graphs, which we call low rank MSO. This is the fragment of monadic second-order logic in which set quantification is restricted to vertex sets of bounded cutrank. We prove the following…

计算机科学中的逻辑 · 计算机科学 2025-02-13 Mikołaj Bojańczyk , Michał Pilipczuk , Wojciech Przybyszewski , Marek Sokołowski , Giannos Stamoulis

We study the first-order (FO) model checking problem of dense graphs, namely those which have FO interpretations in (or are FO transductions of) some sparse graph classes. We give a structural characterization of the graph classes which are…

计算机科学中的逻辑 · 计算机科学 2018-05-07 Jakub Gajarský , Petr Hliněný , Daniel Lokshtanov , Jan Obdržálek , M. S. Ramanujan

First-order logic (FO) can express many algorithmic problems on graphs, such as the independent set and dominating set problem, parameterized by solution size. On the other hand, FO cannot express the very simple algorithmic question of…

计算机科学中的逻辑 · 计算机科学 2021-11-10 Nicole Schirrmacher , Sebastian Siebertz , Alexandre Vigny

The graph model checking problem consists in testing whether an input graph satisfies a given logical formula. In this paper, we study this problem in a distributed setting, namely local certification. The goal is to assign labels to the…

分布式、并行与集群计算 · 计算机科学 2021-10-18 Nicolas Bousquet , Laurent Feuilloley , Théo Pierron

The elimination distance to some target graph property P is a general graph modification parameter introduced by Bulian and Dawar. We initiate the study of elimination distances to graph properties expressible in first-order logic. We…

计算机科学中的逻辑 · 计算机科学 2021-04-08 Fedor V. Fomin , Petr A. Golovach , Dimitrios M. Thilikos

Over the past two decades several fragments of first-order logic have been identified and shown to have good computational and algorithmic properties, to a great extent as a result of appropriately describing the image of the standard…

计算机科学中的逻辑 · 计算机科学 2017-03-08 Lidia Tendera

We generalize the structure theorem of Robertson and Seymour for graphs excluding a fixed graph $H$ as a minor to graphs excluding $H$ as a topological subgraph. We prove that for a fixed $H$, every graph excluding $H$ as a topological…

数据结构与算法 · 计算机科学 2015-03-19 Martin Grohe , Dániel Marx

We present a fixed-parameter tractable algorithm for first-order model checking on interpretations of graph classes with bounded local cliquewidth. Notably, this includes interpretations of planar graphs, and more generally, of classes of…

数据结构与算法 · 计算机科学 2022-03-01 Édouard Bonnet , Jan Dreier , Jakub Gajarský , Stephan Kreutzer , Nikolas Mählmann , Pierre Simon , Szymon Toruńczyk

Evaluating the quality of reasoning traces from large language models remains understudied, labor-intensive, and unreliable: current practice relies on expert rubrics, manual annotation, and slow pairwise judgments. Automated efforts are…

人工智能 · 计算机科学 2026-05-28 Xue Wen Tan , Nathaniel Tan , Galen Lee , Stanley Kok

Many complex networks, ranging from social to biological systems, exhibit structural patterns consistent with an underlying hyperbolic geometry. Revealing the dimensionality of this latent space can disentangle the structural complexity of…

While reasoning in a logic extending a complete Boolean basis is coNP-hard, restricting to conjunctive fragments of modal languages sometimes allows for tractable reasoning even in the presence of greatest fixpoints. One such example is the…

计算机科学中的逻辑 · 计算机科学 2014-06-09 Daniel Gorín , Lutz Schröder

Vertex Integrity is a graph measure which sits squarely between two more well-studied notions, namely vertex cover and tree-depth, and that has recently gained attention as a structural graph parameter. In this paper we investigate the…

计算复杂性 · 计算机科学 2024-12-04 Michael Lampis , Valia Mitsou

Algorithmic meta-theorems, stating that graph properties expressible in some particular logic can be decided efficiently in graph classes having some specific structural properties, are now standard in sequential graph algorithms. One of…

数据结构与算法 · 计算机科学 2025-07-16 Benjamin Jauregui , Jason Li , Pedro Montealegre , Ioan Todinca