跳到正文
研踪PaperTrail
← 研踪 PaperTrail

arXiv:2607.07934 · v2

Homomorphism Indistinguishability Beyond Graphs: Relational Weisfeiler--Leman and Hypertree Width

首次提交 2026-07-09 05:30
版本更新 2026-11-04 23:23
雷达观测 2026-11-05 12:13
arXiv ↗PDF ↗

摘要

The Weisfeiler--Leman (WL) algorithm is one of the most influential heuristics for the graph isomorphism problem. The expressive power of WL has been extensively studied in the contexts of descriptive complexity, logics, graph neural networks, and the theory of homomorphism indistinguishabily. Notably, two graphs are indistinguishable by the $k$-dimensional WL algorithm if and only if they are indistinguishable by homomorphism-counts from graphs of treewidth at most $k$. An intrinsic question is to find a natural version of the WL algorithm for relational structures of higher arity admitting an equivalent characterisation via homomorphism indistinguishability along bounded generalised hypertree width (GHW). Scheidt and Schweikardt solved this for $k=1$ by defining the RCR algorithm and showing indistinguishability from $α$-acyclic structures. In this work, we resolve this for all $k\ge1$: we develop a $k$-dimensional version of RCR ($k$-RCR for short) and show that two structures $\mathcal A$ and $\mathcal B$ are indistinguishable by $k$-RCR if and only if they have the same number of homomorphisms from all structures $\mathcal C$ of generalised hypertreewidth at most $k$. Furthermore, we show that on a structure $\mathcal A$ over a fixed signature, with $\mathsf{ghw}(\mathcal{A})\leq k$, $k$-RCR runs in $O(\|\mathcal A\|^k\cdot\log(\|\mathcal A\|))$, where $\|\mathcal A\|$ is the number of all tuples that appear in the relations of $\mathcal A$.

AI 论文解读

基于摘要 · 非全文审阅

此版本尚未生成 AI 解读。解读由后台任务生成并按论文版本保存,登录后共享已有结果。

版本差异

目前只观测到一个版本,无法比较变化。之后收录新版本时,会在这里对照标题、作者、分类和摘要。

观测到的版本

相邻记录可能跳过中间版本;首次发现 v2 及以上也会标为版本更新。

v2 · 2026-11-04 23:23 · 最新观测版本

Homomorphism Indistinguishability Beyond Graphs: Relational Weisfeiler--Leman and Hypertree Width

The Weisfeiler--Leman (WL) algorithm is one of the most influential heuristics for the graph isomorphism problem. The expressive power of WL has been extensively studied in the contexts of descriptive complexity, logics, graph neural networks, and the theory of homomorphism indistinguishabily. Notably, two graphs are indistinguishable by the $k$-dimensional WL algorithm if and only if they are indistinguishable by homomorphism-counts from graphs of treewidth at most $k$. An intrinsic question is to find a natural version of the WL algorithm for relational structures of higher arity admitting an equivalent characterisation via homomorphism indistinguishability along bounded generalised hypertree width (GHW). Scheidt and Schweikardt solved this for $k=1$ by defining the RCR algorithm and showing indistinguishability from $α$-acyclic structures. In this work, we resolve this for all $k\ge1$: we develop a $k$-dimensional version of RCR ($k$-RCR for short) and show that two structures $\mathcal A$ and $\mathcal B$ are indistinguishable by $k$-RCR if and only if they have the same number of homomorphisms from all structures $\mathcal C$ of generalised hypertreewidth at most $k$. Furthermore, we show that on a structure $\mathcal A$ over a fixed signature, with $\mathsf{ghw}(\mathcal{A})\leq k$, $k$-RCR runs in $O(\|\mathcal A\|^k\cdot\log(\|\mathcal A\|))$, where $\|\mathcal A\|$ is the number of all tuples that appear in the relations of $\mathcal A$.

查看此版本解读 →查看此版本原文 ↗