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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
5692
Venue
SIGMOD
Year
2019
Pagerank
0.00011358946
Overall Rank
1,561 | 89.15%
DOI
10.1145/3299869.3319880

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 56 citing papers.

Rank Citing Paper Year Venue Pagerank
10,851 Mix & Match: Subgraph Matching for Absolute Coverage 2025 VLDB 4.1945683e-05
10,948 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 4.1945683e-05
11,006 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 4.1945683e-05
11,016 Extending Graph Rules with Oracles 2024 VLDB 4.1945683e-05
11,209 Enriching Recommendation Models with Logic Conditions 2023 SIGMOD 4.1945683e-05
11,598 IDAR: Fast Supergraph Search Using DAG Integration 2020 VLDB 4.1945683e-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
203 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00034889335
461 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022499343
506 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021475362
612 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.0001920234
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
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,500 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00011674394
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
1,953 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
2,196 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.3089621e-05
2,200 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 9.3075881e-05
2,912 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9130459e-05
4,494 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 6.1414196e-05
4,807 Diversified Top-k Graph Pattern Matching 2013 VLDB 5.9092289e-05
5,877 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 5.2916612e-05
7,790 Mining Tree-Structured Data on Multicore Systems 2009 VLDB 4.650649e-05
8,397 LCS-TRIM: Dynamic Programming Meets XML Indexing and Querying 2007 VLDB 4.527474e-05
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