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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
- 7393
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,084 | 29.85%
- DOI
-
10.1145/3769797
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 21 of 21 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 331 |
The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing |
2018 |
VLDB |
0.00027214222 |
| 342 |
EmptyHeaded: A Relational Engine for Graph Processing |
2016 |
SIGMOD |
0.00026795977 |
| 1,180 |
Efficient Subgraph Matching by Postponing Cartesian Products |
2016 |
SIGMOD |
0.00013456907 |
| 1,333 |
Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins |
2019 |
VLDB |
0.00012523806 |
| 1,561 |
Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together |
2019 |
SIGMOD |
0.00011358946 |
| 1,635 |
An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases |
2013 |
VLDB |
0.0001105793 |
| 1,775 |
CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching |
2019 |
SIGMOD |
0.00010602927 |
| 1,924 |
In-Memory Subgraph Matching: An In-depth Study |
2020 |
SIGMOD |
0.00010077055 |
| 1,973 |
Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions |
2018 |
SIGMOD |
9.8913631e-05 |
| 2,275 |
Adopting Worst-Case Optimal Joins in Relational Database Systems |
2020 |
VLDB |
9.1262202e-05 |
| 2,962 |
Kuzu* Graph Database Management System |
2023 |
CIDR |
7.8101752e-05 |
| 3,009 |
Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU |
2020 |
VLDB |
7.7214924e-05 |
| 3,036 |
RapidMatch: A Holistic Approach to Subgraph Query Processing |
2021 |
VLDB |
7.6735171e-05 |
| 4,556 |
Distributed Subgraph Matching on Timely Dataflow |
2019 |
VLDB |
6.0883757e-05 |
| 6,066 |
GPU Database Systems Characterization and Optimization |
2024 |
VLDB |
5.2290447e-05 |
| 6,281 |
A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction |
2024 |
SIGMOD |
5.128862e-05 |
| 7,328 |
BOSS - An Architecture for Database Kernel Composition |
2024 |
VLDB |
4.7610909e-05 |
| 7,568 |
Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs |
2025 |
VLDB |
4.7084322e-05 |
| 7,751 |
Efficiently Processing Joins and Grouped Aggregations on GPUs |
2025 |
SIGMOD |
4.6603427e-05 |
| 8,118 |
Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems |
2025 |
SIGMOD |
4.5814829e-05 |
| 10,415 |
SAP HANA Cloud: Data Management for Modern Enterprise Applications |
2025 |
SIGMOD |
4.1945683e-05 |
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