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Parallel Subgraph Listing in a Large-Scale Graph

Summary: PSgL enables parallel subgraph listing via a traversal-based divide-and-conquer framework, avoiding expensive joins. Uses workload-balancing heuristics, automorphism breaking, and pruning with a light-weight index, delivering up to 90% speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h04660d3050303155
Venue
SIGMOD
Year
2014
Pagerank
0.00012315969
Overall Rank
1,046 | 93.00%
DOI
10.1145/2588555.2588557

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{shao_sigmod14,
        title = {{Parallel Subgraph Listing in a Large-Scale Graph}},
        author = {Shao, Yingxia and Cui, Bin and Chen, Lei and Ma, Lin and Yao, Junjie and Xu, Ning},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2588557},
        url = {https://dl.acm.org/doi/10.1145/2588555.2588557},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
706 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014622696
952 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012878316
1,090 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012062682
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,253 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011316982
2,023 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1568397e-05
2,101 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 9.0309825e-05
2,128 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9879343e-05
2,478 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3890338e-05
2,480 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 8.387452e-05
2,528 Fractal: A General-Purpose Graph Pattern Mining System 2019 SIGMOD 8.3237453e-05
2,894 Functional Dependencies for Graphs 2016 SIGMOD 7.8870146e-05
3,020 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7267183e-05
3,885 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9282318e-05
4,099 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.7940875e-05
4,133 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.7738028e-05
4,300 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 6.6633635e-05
5,418 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.1264302e-05
6,272 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.8112899e-05
6,776 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB 5.6690965e-05
7,557 HERO: A Hierarchical Set Partitioning and Join Framework for Speeding up the Set Intersection Over Graphs 2024 SIGMOD 5.4795245e-05
7,957 GraphINC: Graph Pattern Mining at Network Speed 2023 SIGMOD 5.4019044e-05
8,313 Capturing Associations in Graphs 2020 VLDB 5.3410298e-05
9,006 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 5.2253856e-05
9,334 TED: Towards Discovering Top-k Edge-Diversified Patterns in a Graph Database 2023 SIGMOD 5.1794997e-05
9,882 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.1043481e-05
10,289 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.031399e-05
10,498 Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching 2026 SIGMOD 4.9605343e-05
10,805 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.9605343e-05
10,811 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.9605343e-05
11,374 X-Blossom: Massive Parallelization of Graph Maximum Matching 2025 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012089097
288 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022009138
356 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020086045
440 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018235529
465 Counting Triangles in Data Streams 2006 PODS 0.00017754185
599 Massive Graph Triangulation 2013 SIGMOD 0.00015700433
2,705 TreeSpan: Efficiently Computing Similarity All-Matching 2012 SIGMOD 8.0936619e-05
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