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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 20 of 70 citing papers.

Rank Citing Paper Year Venue Pagerank
7,664 Optimal Enumeration: Efficient Top-k Tree Matching 2015 VLDB 5.5720259e-05
8,251 Fast Local Subgraph Counting 2024 VLDB 5.4574671e-05
8,884 GBLENDER: Towards Blending Visual Query Formulation and Query Processing in Graph Databases 2010 SIGMOD 5.3514928e-05
9,617 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.2434488e-05
9,665 ChiSeL: Graph Similarity Search using Chi-Squared Statistics in Large Probabilistic Graphs 2020 VLDB 5.2406724e-05
9,693 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 5.2351259e-05
9,872 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 5.2043672e-05
9,922 View-based Explanations for Graph Neural Networks 2024 SIGMOD 5.1955087e-05
9,942 A Modular Graph-Native Query Optimization Framework 2025 SIGMOD 5.1915905e-05
9,996 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.1814573e-05
10,050 Towards the Scheduling of Vertex-constrained Multi Subgraph Matching Query 2020 SIGMOD 5.1685424e-05
10,354 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 5.093636e-05
10,419 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,488 R2O: A Dual-Layer Framework for Joint Rewriting and Ordering in Distributed Property Graph Query Optimization 2026 SIGMOD 5.093636e-05
10,552 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 5.093636e-05
10,885 Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning Based Approach 2025 VLDB 5.093636e-05
11,165 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 5.093636e-05
11,205 Towards a Converged Relational-Graph Optimization Framework 2024 SIGMOD 5.093636e-05
11,762 Simulation-based Approximate Graph Pattern Matching 2020 SIGMOD 5.093636e-05
12,375 iGraph in Action: Performance Analysis of Disk-Based Graph Indexing Techniques 2011 SIGMOD 5.093636e-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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