On Homomorphism Indistinguishability and Hypertree Depth

Author Benjamin Scheidt



PDF
Thumbnail PDF

File

LIPIcs.ICALP.2024.152.pdf
  • Filesize: 0.86 MB
  • 18 pages

Document Identifiers

Author Details

Benjamin Scheidt
  • Humboldt-Universität zu Berlin, Germany

Acknowledgements

We thank Nicole Schweikardt for helpful discussions.

Cite AsGet BibTex

Benjamin Scheidt. On Homomorphism Indistinguishability and Hypertree Depth. In 51st International Colloquium on Automata, Languages, and Programming (ICALP 2024). Leibniz International Proceedings in Informatics (LIPIcs), Volume 297, pp. 152:1-152:18, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2024)
https://doi.org/10.4230/LIPIcs.ICALP.2024.152

Abstract

GC^k is a logic introduced by Scheidt and Schweikardt (2023) to express properties of hypergraphs. It is similar to first-order logic with counting quantifiers (C) adapted to the hypergraph setting. It has distinct sets of variables for vertices and for hyperedges and requires vertex variables to be guarded by hyperedge variables on every quantification. We prove that two hypergraphs G, H satisfy the same sentences in the logic GC^k with guard depth at most k if, and only if, they are homomorphism indistinguishable over the class of hypergraphs of strict hypertree depth at most k. This lifts the analogous result for tree depth ≤ k and sentences of first-order logic with counting quantifiers of quantifier rank at most k due to Grohe (2020) from graphs to hypergraphs. The guard depth of a formula is the quantifier rank with respect to hyperedge variables, and strict hypertree depth is a restriction of hypertree depth as defined by Adler, Gavenčiak and Klimošová (2012). To justify this restriction, we show that for every H, the strict hypertree depth of H is at most 1 larger than its hypertree depth, and we give additional evidence that strict hypertree depth can be viewed as a reasonable generalisation of tree depth for hypergraphs.

Subject Classification

ACM Subject Classification
  • Theory of computation → Finite Model Theory
  • Mathematics of computing → Hypergraphs
Keywords
  • homomorphism indistinguishability
  • counting logics
  • guarded logics
  • hypergraphs
  • incidence graphs
  • tree depth
  • elimination forest
  • hypertree width

Metrics

  • Access Statistics
  • Total Accesses (updated on a weekly basis)
    0
    PDF Downloads

References

  1. Isolde Adler, Tomáš Gavenčiak, and Tereza Klimošová. Hypertree-depth and minors in hypergraphs. Theoretical Computer Science, 463:84-95, 2012. URL: https://doi.org/10.1016/j.tcs.2012.09.007.
  2. Jan Böker, Yijia Chen, Martin Grohe, and Gaurav Rattan. The Complexity of Homomorphism Indistinguishability. In Peter Rossmanith, Pinar Heggernes, and Joost-Pieter Katoen, editors, 44th International Symposium on Mathematical Foundations of Computer Science (MFCS 2019), volume 138 of Leibniz International Proceedings in Informatics (LIPIcs), pages 54:1-54:13, Dagstuhl, Germany, 2019. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. URL: https://doi.org/10.4230/LIPIcs.MFCS.2019.54.
  3. Silvia Butti and Víctor Dalmau. Fractional Homomorphism, Weisfeiler-Leman Invariance, and the Sherali-Adams Hierarchy for the Constraint Satisfaction Problem. In Filippo Bonchi and Simon J. Puglisi, editors, 46th International Symposium on Mathematical Foundations of Computer Science (MFCS 2021), volume 202 of Leibniz International Proceedings in Informatics (LIPIcs), pages 27:1-27:19, Dagstuhl, Germany, 2021. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. URL: https://doi.org/10.4230/LIPIcs.MFCS.2021.27.
  4. Jan Böker. Color Refinement, Homomorphisms, and Hypergraphs. In Ignas Sau and Dimitrios M. Thilikos, editors, Graph-Theoretic Concepts in Computer Science - 45th International Workshop, WG 2019, Vall de Núria, Spain, June 19-21, 2019, Revised Papers, volume 11789 of Lecture Notes in Computer Science, pages 338-350. Springer, 2019. URL: https://doi.org/10.1007/978-3-030-30786-8_26.
  5. Jin-Yi Cai, Martin Fürer, and Neil Immerman. An optimal lower bound on the number of variables for graph identification. Combinatorica, 12(4):389-410, 1992. URL: https://doi.org/10.1007/BF01305232.
  6. Bruno Courcelle. Graph grammars, monadic second-order logic and the theory of graph minors. In Neil Robertson and Paul Seymour, editors, Graph Structure Theory, Proceedings of a AMS-IMS-SIAM Joint Summer Research Conference on Graph Minors held June 22 to July 5, 1991, at the University of Washington, Seattle, USA, volume 147 of Contemporary Mathematics, pages 565-590. American Mathematical Society, 1993. Google Scholar
  7. Anuj Dawar, Tomáš Jakl, and Luca Reggio. Lovász-type theorems and game comonads. In 36th Annual ACM/IEEE Symposium on Logic in Computer Science, LICS 2021, Rome, Italy, June 29 - July 2, 2021, pages 1-13. IEEE, 2021. URL: https://doi.org/10.1109/LICS52264.2021.9470609.
  8. Holger Dell, Martin Grohe, and Gaurav Rattan. Lovász meets Weisfeiler and Leman. In Ioannis Chatzigiannakis, Christos Kaklamanis, Dániel Marx, and Donald Sannella, editors, 45th International Colloquium on Automata, Languages, and Programming, ICALP 2018, July 9-13, 2018, Prague, Czech Republic, volume 107 of LIPIcs, pages 40:1-40:14. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2018. URL: https://doi.org/10.4230/LIPIcs.ICALP.2018.40.
  9. Zdeněk Dvořák. On recognizing graphs by numbers of homomorphisms. Journal of Graph Theory, 64(4):330-342, 2010. URL: https://doi.org/10.1002/jgt.20461.
  10. Eva Fluck, Tim Seppelt, and Gian Luca Spitzer. Going deep and going wide: Counting logic and homomorphism indistinguishability over graphs of bounded treedepth and treewidth. In Aniello Murano and Alexandra Silva, editors, 32nd EACSL Annual Conference on Computer Science Logic, CSL 2024, February 19-23, 2024, Naples, Italy, volume 288 of Leibniz International Proceedings in Informatics (LIPIcs), pages 27:1-27:17, Dagstuhl, Germany, 2024. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. URL: https://doi.org/10.4230/LIPIcs.CSL.2024.27.
  11. Martin Grohe. Counting Bounded Tree Depth Homomorphisms. In Holger Hermanns, Lijun Zhang, Naoki Kobayashi, and Dale Miller, editors, Proceedings of the 35th Annual ACM/IEEE Symposium on Logic in Computer Science, LICS '20, pages 507-520, New York, NY, USA, 2020. Association for Computing Machinery. URL: https://doi.org/10.1145/3373718.3394739.
  12. Martin Grohe. Word2vec, Node2vec, Graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data. In Dan Suciu, Yufei Tao, and Zhewei Wei, editors, Proceedings of the 39th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, PODS'20, pages 1-16. ACM, 2020. URL: https://doi.org/10.1145/3375395.3387641.
  13. Martin Grohe. The Logic of Graph Neural Networks. In 2021 36th Annual ACM/IEEE Symposium on Logic in Computer Science (LICS), pages 1-17. IEEE, 2021. URL: https://doi.org/10.1109/LICS52264.2021.9470677.
  14. Martin Grohe, Kristian Kersting, Martin Mladenov, and Erkal Selman. Dimension Reduction via Colour Refinement. In Andreas S. Schulz and Dorothea Wagner, editors, Algorithms - ESA 2014 - 22th Annual European Symposium, Wroclaw, Poland, September 8-10, 2014. Proceedings, volume 8737 of Lecture Notes in Computer Science, pages 505-516, Berlin, Heidelberg, 2014. Springer. URL: https://doi.org/10.1007/978-3-662-44777-2_42.
  15. Martin Grohe, Gaurav Rattan, and Tim Seppelt. Homomorphism tensors and linear equations. In Mikołaj Bojańczyk, Emanuela Merelli, and David P. Woodruff, editors, 49th International Colloquium on Automata, Languages, and Programming (ICALP 2022), volume 229 of Leibniz International Proceedings in Informatics (LIPIcs), pages 70:1-70:20, Dagstuhl, Germany, 2022. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. URL: https://doi.org/10.4230/LIPIcs.ICALP.2022.70.
  16. Neil Immerman and Eric Lander. Describing Graphs: A First-Order Approach to Graph Canonization. In Alan L. Selman, editor, Complexity Theory Retrospective: In Honor of Juris Hartmanis on the Occasion of His Sixtieth Birthday, July 5, 1988, pages 59-81. Springer, New York, NY, 1990. URL: https://doi.org/10.1007/978-1-4612-4478-3_5.
  17. Sandra Kiefer. The Weisfeiler-Leman Algorithm: An Exploration of Its Power. ACM SIGLOG News, 7(3):5-27, 2020. URL: https://doi.org/10.1145/3436980.3436982.
  18. László Lovász. Operations with structures. Acta Mathematica Academiae Scientiarum Hungaricae, 18(3):321-328, 1967. Google Scholar
  19. László Lovász and Balázs Szegedy. Contractors and connectors of graph algebras. Journal of Graph Theory, 60(1):11-30, 2009. URL: https://doi.org/10.1002/jgt.20343.
  20. Laura Mančinska and David E. Roberson. Quantum isomorphism is equivalent to equality of homomorphism counts from planar graphs. In Sandy Irani, editor, 2020 IEEE 61st Annual Symposium on Foundations of Computer Science (FOCS), pages 661-672. IEEE, 2020. URL: https://doi.org/10.1109/FOCS46700.2020.00067.
  21. Yoàv Montacute and Nihil Shah. The Pebble-Relation Comonad in Finite Model Theory. In Christel Baier and Dana Fisman, editors, Proceedings of the 37th Annual ACM/IEEE Symposium on Logic in Computer Science, number 13 in LICS '22, pages 1-11, New York, NY, USA, 2022. Association for Computing Machinery. URL: https://doi.org/10.1145/3531130.3533335.
  22. Christopher Morris, Martin Ritzert, Matthias Fey, William L. Hamilton, Jan Eric Lenssen, Gaurav Rattan, and Martin Grohe. Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks. In The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 2019, The Thirty-First Innovative Applications of Artificial Intelligence Conference, IAAI 2019, The Ninth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, USA, January 27 - February 1, 2019, pages 4602-4609. AAAI Press, 2019. URL: https://doi.org/10.1609/aaai.v33i01.33014602.
  23. Daniel Neuen. Homomorphism-distinguishing closedness for graphs of bounded tree-width. CoRR, abs/2304.07011, 2023. URL: https://doi.org/10.48550/arXiv.2304.07011.
  24. Gaurav Rattan and Tim Seppelt. Weisfeiler-Leman and Graph Spectra. In Nikhil Bansal and Viswanath Nagarajan, editors, Proceedings of the 2023 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), Proceedings, pages 2268-2285. SIAM, 2023. URL: https://doi.org/10.1137/1.9781611977554.ch87.
  25. David E. Roberson. Oddomorphisms and homomorphism indistinguishability over graphs of bounded degree, 2022. URL: https://doi.org/10.48550/arXiv.2206.10321.
  26. Benjamin Scheidt. On Homomorphism Indistinguishability and Hypertree Depth, 2024. Full version. URL: https://doi.org/10.48550/arXiv.2404.10637.
  27. Benjamin Scheidt and Nicole Schweikardt. Counting Homomorphisms from Hypergraphs of Bounded Generalised Hypertree Width: A Logical Characterisation. In Jérôme Leroux, Sylvain Lombardy, and David Peleg, editors, 48th International Symposium on Mathematical Foundations of Computer Science (MFCS 2023), volume 272 of Leibniz International Proceedings in Informatics (LIPIcs), pages 79:1-79:15, Dagstuhl, Germany, 2023. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. Full version available at arXiv: https://arxiv.org/abs/2303.10980. URL: https://doi.org/10.4230/LIPIcs.MFCS.2023.79.
  28. Tim Seppelt. Logical equivalences, homomorphism indistinguishability, and forbidden minors. In Jérôme Leroux, Sylvain Lombardy, and David Peleg, editors, 48th International Symposium on Mathematical Foundations of Computer Science (MFCS 2023), volume 272 of Leibniz International Proceedings in Informatics (LIPIcs), pages 82:1-82:15, Dagstuhl, Germany, 2023. Schloss Dagstuhl - Leibniz-Zentrum für Informatik. URL: https://doi.org/10.4230/LIPIcs.MFCS.2023.82.
  29. Nino Shervashidze, Pascal Schweitzer, Erik Jan van Leeuwen, Kurt Mehlhorn, and Karsten M. Borgwardt. Weisfeiler-Lehman Graph Kernels. Journal of Machine Learning Research, 12(77):2539-2561, 2011. URL: https://www.jmlr.org/papers/volume12/shervashidze11a/shervashidze11a.pdf, URL: https://doi.org/10.5555/1953048.2078187.
  30. Keyulu Xu, Weihua Hu, Jure Leskovec, and Stefanie Jegelka. How Powerful are Graph Neural Networks? In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019, 2019. URL: https://openreview.net/forum?id=ryGs6iA5Km.
Questions / Remarks / Feedback
X

Feedback for Dagstuhl Publishing


Thanks for your feedback!

Feedback submitted

Could not send message

Please try again later or send an E-mail