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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
5915
Venue
SIGMOD
Year
2020
Pagerank
7.0460627e-05
Overall Rank
3,488 | 75.76%
DOI
10.1145/3318464.3389699

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
3,034 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6737281e-05
4,756 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.9364786e-05
5,502 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 5.4730826e-05
7,157 GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection 2021 SIGMOD 4.8097601e-05
7,226 Self-adaptive Graph Traversal on GPUs 2021 SIGMOD 4.7910164e-05
7,609 Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods 2025 VLDB 4.6921981e-05
7,711 Accelerating Exact Constrained Shortest Paths on GPUs 2021 VLDB 4.6670758e-05
7,936 Fast Local Subgraph Counting 2024 VLDB 4.6089395e-05
8,269 GraphINC: Graph Pattern Mining at Network Speed 2023 SIGMOD 4.5406632e-05
9,106 TED: Towards Discovering Top-k Edge-Diversified Patterns in a Graph Database 2023 SIGMOD 4.3909979e-05
9,206 Themis: A GPU-accelerated Relational Query Execution Engine 2025 VLDB 4.3695556e-05
9,272 PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware 2024 SIGMOD 4.3621803e-05
10,079 Fast Optimal Group Steiner Tree Search using GPUs 2026 SIGMOD 4.1905499e-05
10,131 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 4.1905499e-05
10,163 Enumerating Graph Pattern Matches with ML Oracles 2026 SIGMOD 4.1905499e-05
10,264 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.1905499e-05
10,276 gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs 2026 VLDB 4.1905499e-05
10,288 AGIS: Fast Approximate Graph Pattern Mining with Structure-Informed Sampling 2026 VLDB 4.1905499e-05
10,320 Efficient Partition-based Approaches for Diversified Top-k Subgraph Matching 2026 VLDB 4.1905499e-05
10,323 Efficient Temporal Edge-Core Maintenance in Streaming Graphs 2026 VLDB 4.1905499e-05
10,496 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.1905499e-05
10,523 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 4.1905499e-05
10,867 Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment 2025 VLDB 4.1905499e-05
10,951 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 4.1905499e-05
10,982 Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching 2024 SIGMOD 4.1905499e-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 0.00065687017
106 Truss Decomposition in Massive Networks 2012 VLDB 0.00048373761
395 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00024440144
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
502 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021528261
616 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00019068362
749 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017193776
1,125 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013829006
1,487 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00011691164
1,630 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011073047
1,746 Graphflow: An Active Graph Database 2017 SIGMOD 0.0001069135
1,948 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9938634e-05
2,021 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.7730473e-05
2,172 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.37776e-05
2,545 Efficient Distributed Memory Management with RDMA and Caching 2018 VLDB 8.5616487e-05
2,787 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.1219297e-05
2,799 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 8.109137e-05
2,963 Subgraph Matching: on Compression and Computation 2018 VLDB 7.8061004e-05
4,525 GPU-based Graph Traversal on Compressed Graphs 2019 SIGMOD 6.1087614e-05
4,578 Accelerating Dynamic Graph Analytics on GPUs 2018 VLDB 6.0651154e-05
5,315 Clustering Stream Data by Exploring the Evolution of Density Mountain 2018 VLDB 5.5702177e-05
5,562 Fast Failure Recovery for Main-Memory DBMSs on Multicores 2017 SIGMOD 5.4343594e-05
5,670 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 5.3799054e-05
5,693 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 5.3683002e-05
5,809 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 5.3175972e-05
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