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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
- 7394
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 5.1725247e-05
- Overall Rank
- 10,084 | 29.92%
- DOI
-
10.1145/3769797
Incoming Non-self Citations Over Time
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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 |
| 228 |
EmptyHeaded: A Relational Engine for Graph Processing |
2016 |
SIGMOD |
0.00024154596 |
| 267 |
The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing |
2018 |
VLDB |
0.00023020464 |
| 682 |
Efficient Subgraph Matching by Postponing Cartesian Products |
2016 |
SIGMOD |
0.00015144404 |
| 817 |
Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins |
2019 |
VLDB |
0.0001387659 |
| 1,031 |
Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together |
2019 |
SIGMOD |
0.00012615956 |
| 1,097 |
CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching |
2019 |
SIGMOD |
0.00012273511 |
| 1,201 |
An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases |
2013 |
VLDB |
0.00011794097 |
| 1,278 |
In-Memory Subgraph Matching: An In-depth Study |
2020 |
SIGMOD |
0.00011462905 |
| 1,652 |
Adopting Worst-Case Optimal Joins in Relational Database Systems |
2020 |
VLDB |
0.00010181827 |
| 2,163 |
Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions |
2018 |
SIGMOD |
9.0980747e-05 |
| 2,214 |
RapidMatch: A Holistic Approach to Subgraph Query Processing |
2021 |
VLDB |
9.008953e-05 |
| 2,222 |
Kuzu* Graph Database Management System |
2023 |
CIDR |
8.9954138e-05 |
| 2,569 |
Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU |
2020 |
VLDB |
8.4685382e-05 |
| 3,749 |
Distributed Subgraph Matching on Timely Dataflow |
2019 |
VLDB |
7.2091565e-05 |
| 5,248 |
A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction |
2024 |
SIGMOD |
6.3687097e-05 |
| 5,336 |
GPU Database Systems Characterization and Optimization |
2024 |
VLDB |
6.3277123e-05 |
| 6,916 |
BOSS - An Architecture for Database Kernel Composition |
2024 |
VLDB |
5.8107927e-05 |
| 7,300 |
Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs |
2025 |
VLDB |
5.7070189e-05 |
| 7,459 |
Efficiently Processing Joins and Grouped Aggregations on GPUs |
2025 |
SIGMOD |
5.6748702e-05 |
| 7,923 |
Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems |
2025 |
SIGMOD |
5.5842284e-05 |
| 10,425 |
SAP HANA Cloud: Data Management for Modern Enterprise Applications |
2025 |
SIGMOD |
5.1725247e-05 |
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