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GraphMatch: Subgraph Query Processing on Steroids

Summary: GraphMatch: hardware-accelerated subgraph query engine using WCOJ and MaxStep, a novel hardware-parallel set-intersection algorithm for efficient multi-set intersections. MaxStep dataflow yields 6.98×–17.08× speedups vs GraphFlow/RapidMatch and orders-of-magnitude gains over FAST on labeled graphs. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
h82a93111644e06e5
Venue
SIGMOD
Year
2026
Pagerank
5.0461162e-05
Overall Rank
10,276 | 30.94%
DOI
10.1145/3769797
PDF
Download (CC BY 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{dann_sigmod26,
        title = {{GraphMatch: Subgraph Query Processing on Steroids}},
        author = {Dann, Jonas and Götz, Tobias and Ritter, Daniel and Giceva, Jana and Fröning, Holger and Alonso, Gustavo},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3769797},
        url = {https://dl.acm.org/doi/10.1145/3769797},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,823 X-Wim: Massive Parallelization of Weighted Matching in Bipartite Graphs 2026 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024899872
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023499655
315 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021236408
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015048943
713 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014571507
961 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012830477
1,100 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012007739
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011622165
1,181 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011621825
1,596 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010122962
1,753 Kuzu* Graph Database Management System 2023 CIDR 9.7244117e-05
1,853 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.499042e-05
2,017 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.1788573e-05
2,469 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 8.412568e-05
3,881 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9477894e-05
4,077 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.8156109e-05
4,484 GPU Database Systems Characterization and Optimization 2024 VLDB 6.5776765e-05
5,616 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0623704e-05
6,153 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 5.8669913e-05
6,589 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.7401837e-05
6,671 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.7125893e-05
9,544 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.160666e-05
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