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When quoting this document, please refer to the following
DOI: 10.4230/LIPIcs.STACS.2020.43
URN: urn:nbn:de:0030-drops-119046
URL: http://dagstuhl.sunsite.rwth-aachen.de/volltexte/2020/11904/
Fuhlbrück, Frank ;
Köbler, Johannes ;
Verbitsky, Oleg
Identifiability of Graphs with Small Color Classes by the Weisfeiler-Leman Algorithm
Abstract
It is well known that the isomorphism problem for vertex-colored graphs with color multiplicity at most 3 is solvable by the classical 2-dimensional Weisfeiler-Leman algorithm (2-WL). On the other hand, the prominent Cai-Fürer-Immerman construction shows that even the multidimensional version of the algorithm does not suffice for graphs with color multiplicity 4. We give an efficient decision procedure that, given a graph G of color multiplicity 4, recognizes whether or not G is identifiable by 2-WL, that is, whether or not 2-WL distinguishes G from any non-isomorphic graph. In fact, we solve the more general problem of recognizing whether or not a given coherent configuration of maximum fiber size 4 is separable. This extends our recognition algorithm to directed graphs of color multiplicity 4 with colored edges.
Our decision procedure is based on an explicit description of the class of graphs with color multiplicity 4 that are not identifiable by 2-WL. The Cai-Fürer-Immerman graphs of color multiplicity 4 distinctly appear here as a natural subclass, which demonstrates that the Cai-Fürer-Immerman construction is not ad hoc. Our classification reveals also other types of graphs that are hard for 2-WL. One of them arises from patterns known as (n₃)-configurations in incidence geometry.
BibTeX - Entry
@InProceedings{fuhlbrck_et_al:LIPIcs:2020:11904,
author = {Frank Fuhlbr{\"u}ck and Johannes K{\"o}bler and Oleg Verbitsky},
title = {{Identifiability of Graphs with Small Color Classes by the Weisfeiler-Leman Algorithm}},
booktitle = {37th International Symposium on Theoretical Aspects of Computer Science (STACS 2020)},
pages = {43:1--43:18},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-95977-140-5},
ISSN = {1868-8969},
year = {2020},
volume = {154},
editor = {Christophe Paul and Markus Bl{\"a}ser},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum f{\"u}r Informatik},
address = {Dagstuhl, Germany},
URL = {https://drops.dagstuhl.de/opus/volltexte/2020/11904},
URN = {urn:nbn:de:0030-drops-119046},
doi = {10.4230/LIPIcs.STACS.2020.43},
annote = {Keywords: Graph Isomorphism, Weisfeiler-Leman Algorithm, Cai-F{\"u}rer-Immerman Graphs, coherent Configurations}
}
Keywords: |
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Graph Isomorphism, Weisfeiler-Leman Algorithm, Cai-Fürer-Immerman Graphs, coherent Configurations |
Collection: |
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37th International Symposium on Theoretical Aspects of Computer Science (STACS 2020) |
Issue Date: |
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2020 |
Date of publication: |
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04.03.2020 |