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Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching

Summary: MASC avoids costly maximum-common-subgraph discovery, instead maximizing candidate-level reuse through signature-based joint filtering and a visit-only-once paradigm. Shared-block reuse exploits multiple overlaps among queries, delivering up to two orders of magnitude speedup in batch subgraph matching. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
7395
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,204 | 30.00%
DOI
10.1145/3802022

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Authors

BibTeX Citation

@inproceedings{zhang_sigmod26,
        title = {{Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching}},
        author = {Zhang, Zhijie and Yang, Sitao and Zheng, Weiguo and Qiang, Zhou and Hong, Cuntao},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802022},
        url = {https://dl.acm.org/doi/10.1145/3802022},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 34 of 34 cited papers.

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

Rank Cited Paper Year Venue Pagerank
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
264 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00022980015
294 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022253507
383 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019520728
485 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017717377
500 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017413839
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015214062
670 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00015157572
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
1,006 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012699518
1,036 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012499878
1,058 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012378784
1,102 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012166591
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
1,552 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010379532
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,053 TripleBit: a Fast and Compact System for Large Scale RDF Data 2013 VLDB 9.2518674e-05
2,065 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.2352771e-05
2,119 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 9.141144e-05
2,187 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9966682e-05
2,190 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 8.9804702e-05
2,650 TreeSpan: Efficiently Computing Similarity All-Matching 2012 SIGMOD 8.2920414e-05
3,194 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6491858e-05
3,709 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.1780227e-05
4,158 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.8628196e-05
4,563 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6291459e-05
4,681 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.5665144e-05
4,748 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.5251089e-05
4,983 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.4127092e-05
4,995 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.4089186e-05
6,254 In-depth Analysis of Graph-based RAG in a Unified Framework 2025 VLDB 5.9405174e-05
6,393 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8879832e-05
8,893 Optimizing Disjunctive Queries with Tagged Execution 2024 SIGMOD 5.3504579e-05
10,050 Towards the Scheduling of Vertex-constrained Multi Subgraph Matching Query 2020 SIGMOD 5.1685424e-05
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