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P2 Canonisation and Definability for Graphs of Bounded Rank Width

有界秩宽图的典范化与可定义性
LICS 2019 34th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS)2019匹配度 1/10 · 该论文属于逻辑、图论与同构算法方向,研究秩宽图上的Weisfeiler-Leman判定、典范化与计数固定点逻辑刻画,不涉及静态分析、LLM/Agent、浮点程序分析或贝叶斯程序分析,与用户研究画像核心方向基本无关。引用 19 inbox
Martin Grohe, Daniel Neuen
crossref: 2026-09-12

AI 速览

一句话:证明(3k+4)维Weisfeiler-Leman算法完全判定秩宽≤k图的同构,并得到多项式时间典范化与计数固定点逻辑刻画。

本文研究有界秩宽图上的同构测试与典范化问题。秩宽与团宽等价,此类图的同构虽已知多项式可判定,但此前最好算法运行时间为 n^{f(k)},其中 f 为非初等函数。作者证明维数为 3k+4 的组合 Weisfeiler-Leman 算法对所有秩宽不超过 k 的图都是完全同构测试。由此得到运行时间为 n^{O(k)} 的同构测试,并首次给出有界秩宽图的多项式时间典范化算法。第二个主要结果是:带计数的固定点逻辑在所有有界秩宽图类上捕获多项式时间。

问题
有界秩宽图上的同构测试与典范化:此前最好算法复杂度为 n^{f(k)},f 非初等;同时关注带计数固定点逻辑能否刻画多项式时间。
方法
使用组合 Weisfeiler-Leman 算法,证明 (3k+4) 维算法是该类图的完全同构测试,并推出典范化算法与逻辑刻画。
评估
以数学证明和复杂度分析进行评估:得到 n^{O(k)} 的同构测试、首个多项式时间典范化算法,以及带计数固定点逻辑捕获多项式时间的定理。
原文摘要(Abstract)

We prove that the combinatorial Weisfeiler-Leman algorithm of dimension (3k+4) is a complete isomorphism test for the class of all graphs of rank width at most k. Rank width is a graph invariant that, similarly to tree width, measures the width of a certain style of hierarchical decomposition of graphs; it is equivalent to clique width. It was known that isomorphism of graphs of rank width k is decidable in polynomial time (Grohe and Schweitzer, FOCS 2015), but the best previously known algorithm has a running time nf(k)for a non-elementary function f. Our result yields an isomorphism test for graphs of rank width k running in time nO(k). Another consequence of our result is the first polynomial time canonisation algorithm for graphs of bounded rank width. Our second main result is that fixed-point logic with counting captures polynomial time on all graph classes of bounded rank width.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot4986,
  title = {Canonisation and Definability for Graphs of Bounded Rank Width},
  author = {Martin Grohe and Daniel Neuen},
  booktitle = {LICS},
  year = {2019},
  doi = {10.1109/lics.2019.8785682}
}