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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
7583
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,375 | 28.82%
DOI
10.1145/3769797

Incoming Non-self Citations Over Time

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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}
}

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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
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
264 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00022980015
321 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021283186
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015214062
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
1,006 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012699518
1,102 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012166591
1,181 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001179597
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
1,740 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.875587e-05
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,112 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.1514258e-05
2,126 Kuzu* Graph Database Management System 2023 CIDR 9.1329991e-05
2,288 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 8.8025299e-05
3,821 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 7.0933895e-05
4,983 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.4127092e-05
5,422 GPU Database Systems Characterization and Optimization 2024 VLDB 6.2245373e-05
7,058 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 5.7154673e-05
7,432 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 5.6199783e-05
7,591 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 5.5900315e-05
8,053 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.4990605e-05
9,772 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.2209769e-05
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