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Efficient GPU-Accelerated Subgraph Matching
Summary: EGSM advances GPU-based subgraph matching with a Cuckoo Trie for candidate maintenance and on-the-fly vertex ordering using estimated counts. Memory-aware hybrid BFS/DFS enumeration mitigates explosion and memory pressure, outperforming GSI and CuTS.
(summarized by gpt-5-nano on Feb 09 2026)
Paper ID
h92804fbb53110f7b
Venue
SIGMOD
Year
2023
Pagerank
7.7549462e-05
Overall Rank
3,011 | 79.76%
DOI
10.1145/3589326
Incoming Non-self Citations Over Time
Authors
1.
Xibo Sun
(Hong Kong University of Science and Technology)
2.
Qiong Luo
(Hong Kong University of Science and Technology)
BibTeX Citation
Copy BibTeX
@inproceedings{sun_sigmod23,
title = {{Efficient GPU-Accelerated Subgraph Matching}},
author = {Sun, Xibo and Luo, Qiong},
series = {{SIGMOD} '23},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3589326},
url = {https://dl.acm.org/doi/10.1145/3589326},
year = {2023}
}
Incoming Citations (Sorted by Pagerank)
Showing 18 of 18 citing papers.
Rank
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Pagerank
4,075
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2024
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6.8188389e-05
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PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware
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Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods
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5.4718627e-05
9,361
Subgraph Matching: A New Decomposition Based Approach
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5.1868213e-05
9,650
gSWORD: GPU-accelerated Sampling for Subgraph Counting
2024
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5.1453267e-05
10,251
TenGraph: A Tensor-Based Graph Query Engine
2024
VLDB
5.0513876e-05
10,431
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2026
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4.9793485e-05
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Geld: Load-balanced D-Core Decomposition for Consumer GPUs
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10,573
GraphTwin: Cache-Centric Bit-Level Graph Representation for Fast and Exact Graph Queries
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4.9793485e-05
10,640
Enumerating Graph Pattern Matches with ML Oracles
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SIGMOD
4.9793485e-05
10,740
Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration
2026
VLDB
4.9793485e-05
10,746
gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs
2026
VLDB
4.9793485e-05
10,882
Efficient GPU-Accelerated Local Subgraph Counting
2026
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4.9793485e-05
10,989
Aquila: A High-Concurrency System for Incremental Graph Query
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4.9793485e-05
11,186
Rule-Based Graph Cleaning with GPUs on a Single Machine
2025
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4.9793485e-05
11,203
cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns
2025
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4.9793485e-05
11,431
Mayura: Exploiting Similarities in Motifs for Temporal Co-Mining
2025
VLDB
4.9793485e-05
Outgoing Citations (Sorted by Pagerank)
Showing 25 of 25 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Rank
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Year
Venue
Pagerank
208
EmptyHeaded: A Relational Engine for Graph Processing
2016
SIGMOD
0.00024884544
355
On Graph Query Optimization in Large Networks
2010
VLDB
0.00020124083
438
Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism
2008
VLDB
0.00018286607
490
TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases
2013
SIGMOD
0.00017438618
657
Efficient Subgraph Matching by Postponing Cartesian Products
2016
SIGMOD
0.0001505607
712
Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins
2019
VLDB
0.00014578373
937
Real-time Constrained Cycle Detection in Large Dynamic Graphs
2018
VLDB
0.00012977594
960
Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together
2019
SIGMOD
0.00012836554
1,045
Graphflow: An Active Graph Database
2017
SIGMOD
0.00012322402
1,046
Parallel Subgraph Listing in a Large-Scale Graph
2014
SIGMOD
0.00012319866
1,100
CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching
2019
SIGMOD
0.00012013426
1,180
In-Memory Subgraph Matching: An In-depth Study
2020
SIGMOD
0.00011627669
1,249
Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows
2018
VLDB
0.00011340141
1,572
Scalable Subgraph Enumeration in MapReduce
2015
VLDB
0.00010197978
1,900
Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching
2021
SIGMOD
9.4059063e-05
2,014
RapidMatch: A Holistic Approach to Subgraph Query Processing
2021
VLDB
9.1832045e-05
2,020
Scalable Distributed Subgraph Enumeration
2017
VLDB
9.1729558e-05
2,101
DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine
2016
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9.0476814e-05
2,166
Subgraph Matching: on Compression and Computation
2018
VLDB
8.9334874e-05
2,202
Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores
2015
VLDB
8.8719608e-05
2,211
TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data
2018
SIGMOD
8.8237249e-05
2,468
GPU-Accelerated Subgraph Enumeration on Partitioned Graphs
2020
SIGMOD
8.4178183e-05
4,779
Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming
2021
VLDB
6.4163774e-05
5,377
RapidFlow: An Efficient Approach to Continuous Subgraph Matching
2022
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6.1562325e-05
5,984
An In-Depth Study of Continuous Subgraph Matching
2022
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5.926237e-05
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