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gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs

Summary: gMatch enables GPU subgraph matching with fine-grained execution, warp-level batch exploration, and lightweight load balancing, reducing memory overhead and thread underutilization. It outscales prior matchers and small-pattern miners on large queries and datasets. (summarized by gpt-5.6-luna on Jul 09 2026)

Paper ID
14315
Venue
VLDB
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,276 | 28.59%
DOI
10.14778/3811243.3811248

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Showing 19 of 19 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
530 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00020823189
1,125 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013829006
1,522 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.0001152219
1,715 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010776518
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
2,178 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.3645765e-05
2,799 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 8.109137e-05
2,933 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 7.8633648e-05
3,034 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6737281e-05
3,119 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.5393376e-05
3,135 Fractal: A General-Purpose Graph Pattern Mining System 2019 SIGMOD 7.4928743e-05
3,488 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 7.0460627e-05
4,326 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.2772512e-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
5,968 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.2469955e-05
6,283 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 5.1234789e-05
7,456 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 4.7205339e-05
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