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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
5693
Venue
SIGMOD
Year
2019
Pagerank
0.0001152219
Overall Rank
1,522 | 89.43%
DOI
10.1145/3299869.3319880

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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
202 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00034881375
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
502 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021528261
616 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00019068362
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
749 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017193776
1,125 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013829006
1,487 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00011691164
1,630 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011073047
1,806 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010478244
1,948 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9938634e-05
2,021 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.7730473e-05
2,172 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.37776e-05
2,199 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.3082437e-05
2,201 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 9.3042485e-05
2,882 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9666138e-05
4,486 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 6.1413967e-05
4,748 Diversified Top-k Graph Pattern Matching 2013 VLDB 5.9432853e-05
5,871 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 5.2912806e-05
7,771 Mining Tree-Structured Data on Multicore Systems 2009 VLDB 4.6512834e-05
8,374 LCS-TRIM: Dynamic Programming Meets XML Indexing and Querying 2007 VLDB 4.5282277e-05
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