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Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together

Summary: Proposes DAF, combining DAG-based dynamic programming, adaptive matching order, and failing-set pruning for subgraph matching. Outperforms CFL-Match/Turboiso by orders of magnitude in recursive calls and runtime, showing the value of learned search. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6c4535587887601f
Venue
SIGMOD
Year
2019
Pagerank
0.00012878316
Overall Rank
952 | 93.63%
DOI
10.1145/3299869.3319880

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{han_sigmod19,
        title = {{Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together}},
        author = {Han, Myoungji and Kim, Hyunjoon and Gu, Geonmo and Park, Kunsoo and Han, Wook-Shin},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3319880},
        url = {https://dl.acm.org/doi/10.1145/3299869.3319880},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 62 citing papers.

Rank Citing Paper Year Venue Pagerank
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,907 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 9.379165e-05
1,988 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2301018e-05
2,635 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1795762e-05
3,020 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7267183e-05
3,105 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.6278115e-05
3,107 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6265309e-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
4,370 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6213567e-05
4,485 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5644966e-05
4,801 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.3940913e-05
5,271 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.1891764e-05
5,404 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.132986e-05
5,571 Making Graphs Compact by Lossless Contraction 2021 SIGMOD 6.0628752e-05
5,676 Subgraph Matching over Graph Federation 2022 VLDB 6.0246247e-05
5,717 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 6.0067263e-05
5,895 Fast Maximum Common Subgraph Search: A Redundancy-Reduced Backtracking Approach 2025 SIGMOD 5.9387634e-05
5,995 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.903845e-05
6,245 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.8210521e-05
6,251 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8179719e-05
6,272 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.8112899e-05
6,711 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.6854796e-05
7,271 T-FSM: A Task-Based System for Massively Parallel Frequent Subgraph Pattern Mining from a Big Graph 2023 SIGMOD 5.5530425e-05
7,502 Extending Graph Patterns with Conditions 2020 SIGMOD 5.4943054e-05
7,552 Fast Local Subgraph Counting 2024 VLDB 5.4802093e-05
8,243 Towards Event Prediction in Temporal Graphs 2022 VLDB 5.3559499e-05
8,313 Capturing Associations in Graphs 2020 VLDB 5.3410298e-05
8,899 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 5.2401722e-05
8,920 Efficient Top-k Frequent Subgraph Mining Using Tight Upper and Lower Bounds 2025 VLDB 5.2361195e-05
9,059 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 5.21427e-05
9,179 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.1992749e-05
9,601 S^3AND: Efficient Subgraph Similarity Search Under Aggregated Neighbor Difference Semantics 2025 VLDB 5.1376962e-05
9,684 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 5.1258854e-05
9,837 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.1064323e-05
9,881 BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching 2026 SIGMOD 5.1043481e-05
9,882 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.1043481e-05
9,954 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 5.0910746e-05
10,101 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 5.068372e-05
10,289 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.031399e-05
10,303 GraphMatch: Subgraph Query Processing on Steroids 2026 SIGMOD 5.0294306e-05
10,333 MAVIS: Materialized View for Subgraph Matching 2026 SIGMOD 5.0225409e-05
10,379 Algebraic Subgraph Counting 2027 SIGMOD 4.9605343e-05
10,498 Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching 2026 SIGMOD 4.9605343e-05
10,583 Sublime: Selecting Subgraph Matching Algorithms via Machine Learning 2026 SIGMOD 4.9605343e-05
10,630 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 4.9605343e-05
10,689 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,712 Enumerating Graph Pattern Matches with ML Oracles 2026 SIGMOD 4.9605343e-05
10,779 A Semantics-aware Approach for Graph Edit Distance Estimation over Knowledge Graphs 2026 VLDB 4.9605343e-05
10,805 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
176 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00026634326
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
439 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00018247958
440 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018235529
485 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017479773
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
1,046 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012315969
1,180 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011600363
1,253 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011316982
1,323 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011019578
1,487 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 0.00010496006
1,502 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010431532
1,565 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010185615
1,813 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.5705978e-05
2,226 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 8.7971869e-05
3,771 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.0132957e-05
3,992 Diversified Top-k Graph Pattern Matching 2013 VLDB 6.8567907e-05
4,835 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.3793473e-05
7,824 Mining Tree-Structured Data on Multicore Systems 2009 VLDB 5.4299777e-05
8,568 LCS-TRIM: Dynamic Programming Meets XML Indexing and Querying 2007 VLDB 5.2994373e-05
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