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Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration

Summary: Systematic empirical study of parallel subgraph matching on shared-memory multicore: disentangles task splitting, scheduling, and match enumeration. Evaluates 100 technique combinations, exposing interaction effects, scalability limits, and when sequential algorithms can be parallelized effectively. (summarized by gpt-5.4-mini on May 27 2026)

Paper ID
14307
Venue
VLDB
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,270 | 28.56%
DOI
10.14778/3801059.3801076

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Outgoing Citations (Sorted by Pagerank)

Showing 47 of 47 cited papers.

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

Rank Cited Paper Year Venue Pagerank
171 Algorithmics and Applications of Tree and Graph Searching 2002 PODS 0.00038830709
203 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00034889335
350 FG-Index: Towards Verification-Free Query Processing on Graph Databases 2007 SIGMOD 0.00026365067
461 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022499343
651 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018648572
764 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017018712
900 Graph Indexing: Tree + Delta >= Graph 2007 VLDB 0.00015495155
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,394 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.0001221552
1,500 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00011674394
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
1,635 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001105793
1,720 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010779343
1,756 Graphflow: An Active Graph Database 2017 SIGMOD 0.00010664542
1,775 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010602927
1,924 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010077055
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
2,801 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.0992955e-05
2,803 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.0940362e-05
2,912 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9130459e-05
2,997 Subgraph Matching: on Compression and Computation 2018 VLDB 7.7559339e-05
3,036 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6735171e-05
3,187 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.4136521e-05
3,646 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 6.8853079e-05
3,720 iGraph: A Framework for Comparisons of Disk-Based Graph Indexing Techniques 2010 VLDB 6.8192237e-05
4,470 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.1557462e-05
4,556 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.0883757e-05
4,968 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.7956205e-05
5,009 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 5.761237e-05
5,499 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 5.4750222e-05
5,521 Efficient Streaming Subgraph Isomorphism with Graph Neural Networks 2021 VLDB 5.4614637e-05
5,728 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 5.3507988e-05
5,811 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 5.317401e-05
5,926 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 5.271318e-05
6,281 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.128862e-05
6,441 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.0603113e-05
6,575 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 5.0052259e-05
7,100 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 4.8326259e-05
7,317 Accurate and Fast Approximate Graph Pattern Mining at Scale 2025 VLDB 4.7639399e-05
8,031 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 4.6018906e-05
9,366 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 4.3493859e-05
9,934 MAVIS: Materialized View for Subgraph Matching 2026 SIGMOD 4.2496728e-05
10,014 BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching 2026 SIGMOD 4.1945683e-05
10,652 The LDBC Financial Benchmark: Transaction Workload 2025 VLDB 4.1945683e-05
10,708 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 4.1945683e-05
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