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Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism

Summary: QuickSI: an efficient subgraph isomorphism tester that lowers verification cost in graph search. A feature-based index accelerates filtering for scalable retrieval from large graph collections; experiments show gains over prior methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9872
Venue
VLDB
Year
2008
Pagerank
0.00018577017
Overall Rank
431 | 97.05%
DOI
10.14778/1453856.1453898

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{shang_vldb08,
        title = {{Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism}},
        author = {Shang, Haichuan and Zhang, Ying and Lin, Xuemin and Yu, Jeffrey Xu},
        journal = {PVLDB},
        series = {{VLDB} '08},
        volume = {1},
        number = {1},
        pages = {364--375},
        doi = {10.14778/1453856.1453898},
        url = {https://doi.org/10.14778/1453856.1453898},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 70 citing papers.

Rank Citing Paper Year Venue Pagerank
352 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020375193
485 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017717377
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015214062
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
1,006 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012699518
1,102 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012166591
1,181 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001179597
1,231 SAPPER: Subgraph Indexing and Approximate Matching in Large Graphs 2010 VLDB 0.00011571594
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
1,394 Neighborhood Based Fast Graph Search in Large Networks 2011 SIGMOD 0.0001093153
1,487 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010615297
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,065 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.2352771e-05
2,182 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 9.010121e-05
2,190 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 8.9804702e-05
2,285 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.8052998e-05
2,607 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3489531e-05
2,650 TreeSpan: Efficiently Computing Similarity All-Matching 2012 SIGMOD 8.2920414e-05
2,731 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1959181e-05
2,940 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 7.9381573e-05
3,102 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7568687e-05
3,194 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6491858e-05
3,283 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.56675e-05
3,311 Connected Substructure Similarity Search 2010 SIGMOD 7.5353184e-05
3,365 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 7.4763252e-05
3,431 iGraph: A Framework for Comparisons of Disk-Based Graph Indexing Techniques 2010 VLDB 7.4189541e-05
3,477 Performance and Scalability of Indexed Subgraph Query Processing Methods 2015 VLDB 7.3791229e-05
3,522 A Partition-Based Approach to Structure Similarity Search 2014 VLDB 7.3491042e-05
3,548 Efficient Subgraph Similarity Search on Large Probabilistic Graph Databases 2012 VLDB 7.3214417e-05
3,709 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.1780227e-05
3,821 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 7.0933895e-05
3,997 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.9679551e-05
4,158 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.8628196e-05
4,474 Querying Big Graphs within Bounded Resources 2014 SIGMOD 6.6803983e-05
4,563 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6291459e-05
4,722 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.5438628e-05
4,748 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.5251089e-05
4,853 Efficient Subgraph Search over Large Uncertain Graphs 2011 VLDB 6.4780097e-05
5,118 Efficient Streaming Subgraph Isomorphism with Graph Neural Networks 2021 VLDB 6.3580186e-05
5,275 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.2873652e-05
5,370 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 6.2436385e-05
5,581 Subgraph Matching over Graph Federation 2022 VLDB 6.1624715e-05
5,758 Fast Maximum Common Subgraph Search: A Redundancy-Reduced Backtracking Approach 2025 SIGMOD 6.0972035e-05
5,870 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 6.061038e-05
6,149 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.9581422e-05
6,393 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8879832e-05
6,520 Mining and Indexing Graphs for Supergraph Search 2013 VLDB 5.8535203e-05
6,631 Updating Graph Indices with a One-Pass Algorithm 2015 SIGMOD 5.8190404e-05
6,924 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.738697e-05
7,365 Extending Graph Patterns with Conditions 2020 SIGMOD 5.6329929e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
177 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00027100548
326 FG-Index: Towards Verification-Free Query Processing on Graph Databases 2007 SIGMOD 0.00021152829
591 Substructure Similarity Search in Graph Databases 2005 SIGMOD 0.0001603683
727 Graph Indexing: Tree + Delta >= Graph 2007 VLDB 0.00014565738
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