GraphMineSuite: Enabling High-Performance and Programmable Graph Mining Algorithms with Set Algebra
Summary: GraphMineSuite (GMS) is the first graph-mining benchmark suite with a literature-grounded spec and a modular platform hosting 40+ parallel baselines. Its set-algebra design enables fast, modular mining; a throughput metric shows gains: degeneracy >2x, maximal clique >9x, subgraph isomorphism ~2.5x. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Maciej Besta
- 2. Zur Vonarburg-Shmaria
- 3. Yannick Schaffner
- 4. Leonardo Schwarz
- 5. Grzegorz Kwasniewski
- 6. Lukas Gianinazzi
- 7. Jakub Beranek
- 8. Kacper Janda
- 9. Tobias Holenstein
- 10. Sebastian Leisinger
- 11. Peter Tatkowski
- 12. Esref Ozdemir
- 13. Adrian Balla
- 14. Marcin Copik
- 15. Philipp Lindenberger
- 16. Marek Konieczny
- 17. Onur Mutlu
- 18. Torsten Hoefler
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,879 | The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 281 | LinkBench: a Database Benchmark Based on the Facebook Social Graph | 2013 | SIGMOD | 0.0002906793 |
| 342 | EmptyHeaded: A Relational Engine for Graph Processing | 2016 | SIGMOD | 0.00026795977 |
| 396 | One Trillion Edges: Graph Processing at Facebook-Scale | 2015 | VLDB | 0.00024424102 |
| 764 | TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases | 2013 | SIGMOD | 0.00017018712 |
| 1,150 | K-Core Decomposition of Large Networks on a Single PC | 2016 | VLDB | 0.00013657353 |
| 1,408 | An Experimental Comparison of Pregel-like Graph Processing Systems | 2014 | VLDB | 0.00012133511 |
| 1,973 | Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions | 2018 | SIGMOD | 9.8913631e-05 |
| 3,009 | Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU | 2020 | VLDB | 7.7214924e-05 |
| 3,215 | Fractal: A General-Purpose Graph Pattern Mining System | 2019 | SIGMOD | 7.3645742e-05 |
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