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GPU-Accelerated Subgraph Enumeration on Partitioned Graphs

Summary: GPU-based subgraph enumeration scales beyond GPU memory by partitioning graphs into chunks processed sequentially. To avoid cross-partition redundancy and PCIe transfers, this work uses a shared execution model to yield correct global instances. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5914
Venue
SIGMOD
Year
2020
Pagerank
6.8884895e-05
Overall Rank
3,641 | 74.68%
DOI
10.1145/3318464.3389699

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
3,036 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6735171e-05
4,968 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.7956205e-05
5,728 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 5.3507988e-05
7,158 GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection 2021 SIGMOD 4.8143783e-05
7,225 Self-adaptive Graph Traversal on GPUs 2021 SIGMOD 4.7956162e-05
7,607 Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods 2025 VLDB 4.6967024e-05
7,712 Accelerating Exact Constrained Shortest Paths on GPUs 2021 VLDB 4.6715558e-05
7,934 Fast Local Subgraph Counting 2024 VLDB 4.613363e-05
8,273 GraphINC: Graph Pattern Mining at Network Speed 2023 SIGMOD 4.5450209e-05
9,106 TED: Towards Discovering Top-k Edge-Diversified Patterns in a Graph Database 2023 SIGMOD 4.3952103e-05
9,204 Themis: A GPU-accelerated Relational Query Execution Engine 2025 VLDB 4.3737475e-05
9,267 PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware 2024 SIGMOD 4.3663649e-05
10,079 Fast Optimal Group Steiner Tree Search using GPUs 2026 SIGMOD 4.1945683e-05
10,131 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 4.1945683e-05
10,163 Enumerating Graph Pattern Matches with ML Oracles 2026 SIGMOD 4.1945683e-05
10,264 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.1945683e-05
10,276 AGIS: Fast Approximate Graph Pattern Mining with Structure-Informed Sampling 2026 VLDB 4.1945683e-05
10,308 Efficient Partition-based Approaches for Diversified Top-k Subgraph Matching 2026 VLDB 4.1945683e-05
10,311 Efficient Temporal Edge-Core Maintenance in Streaming Graphs 2026 VLDB 4.1945683e-05
10,486 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.1945683e-05
10,514 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 4.1945683e-05
10,863 Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment 2025 VLDB 4.1945683e-05
10,948 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 4.1945683e-05
10,979 Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching 2024 SIGMOD 4.1945683e-05
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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 Cited Paper Year Venue Pagerank
55 Efficiently Updating Materialized Views 1986 SIGMOD 0.00065762967
108 Truss Decomposition in Massive Networks 2012 VLDB 0.00048300163
396 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00024424102
461 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022499343
506 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021475362
612 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.0001920234
764 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017018712
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,500 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00011674394
1,635 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001105793
1,756 Graphflow: An Active Graph Database 2017 SIGMOD 0.00010664542
1,953 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9665955e-05
2,007 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.8081235e-05
2,162 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.3964337e-05
2,572 Efficient Distributed Memory Management with RDMA and Caching 2018 VLDB 8.519943e-05
2,801 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.0992955e-05
2,910 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 7.9266529e-05
2,997 Subgraph Matching: on Compression and Computation 2018 VLDB 7.7559339e-05
4,522 GPU-based Graph Traversal on Compressed Graphs 2019 SIGMOD 6.1146374e-05
4,577 Accelerating Dynamic Graph Analytics on GPUs 2018 VLDB 6.0709631e-05
5,324 Clustering Stream Data by Exploring the Evolution of Density Mountain 2018 VLDB 5.5691645e-05
5,554 Fast Failure Recovery for Main-Memory DBMSs on Multicores 2017 SIGMOD 5.4390216e-05
5,657 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 5.3864606e-05
5,680 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 5.3734643e-05
5,811 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 5.317401e-05
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