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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
5.0294306e-05
Overall Rank
10,303 | 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
10,884 X-Wim: Massive Parallelization of Weighted Matching in Bipartite Graphs 2026 VLDB 4.9605343e-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 0.00024929198
235 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023701614
318 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021178303
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
706 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014622696
952 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012878316
1,090 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012062682
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,180 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011600363
1,603 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010090639
1,764 Kuzu* Graph Database Management System 2023 CIDR 9.6923285e-05
1,860 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.4720431e-05
1,988 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2301018e-05
2,480 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 8.387452e-05
3,885 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9282318e-05
4,099 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.7940875e-05
4,164 GPU Database Systems Characterization and Optimization 2024 VLDB 6.7560016e-05
5,629 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0424626e-05
5,721 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 6.0008904e-05
6,571 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.7278348e-05
6,685 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.6936999e-05
9,570 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1436016e-05
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