mlsanityData to 7 Oct 2026

The Iteration Number of Colour Refinement

arXiv 2005.10182 ↗First posted 20 May 2020cs.DM cs.CC cs.LOcited by 12

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Abstract (arXiv)

The Colour Refinement procedure and its generalisation to higher dimensions, the Weisfeiler-Leman algorithm, are central subroutines in approaches to the graph isomorphism problem. In an iterative fashion, Colour Refinement computes a colouring of the vertices of its input graph. A trivial upper bound on the iteration number of Colour Refinement on graphs of order n is n-1. We show that this bound is tight. More precisely, we prove via explicit constructions that there are infinitely many graphs G on which Colour Refinement takes |G|-1 iterations to stabilise. Modifying the infinite families that we present, we show that for every natural number n >= 10, there are graphs on n vertices on which Colour Refinement requires at least n-2 iterations to reach stabilisation.

Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 May 2020.

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Citing papers per year: 2021: 3; 2022: 3; 2023: 2; 2024: 3; 2025: 1.

12 papers.