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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
h50fef9c13f3aaf42
Venue
SIGMOD
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,420 | 29.95%
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
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024884544
239 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.000235107
288 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00021969641
389 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019269777
490 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017438618
511 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00017061883
657 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.0001505607
667 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014978213
937 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012977594
960 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012836554
1,045 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012322402
1,046 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012319866
1,100 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012013426
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011627669
1,572 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010197978
1,900 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 9.4059063e-05
2,014 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.1832045e-05
2,020 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1729558e-05
2,097 TripleBit: a Fast and Compact System for Large Scale RDF Data 2013 VLDB 9.053015e-05
2,101 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 9.0476814e-05
2,166 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9334874e-05
2,702 TreeSpan: Efficiently Computing Similarity All-Matching 2012 SIGMOD 8.1177147e-05
3,164 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.5771124e-05
3,466 In-depth Analysis of Graph-based RAG in a Unified Framework 2025 VLDB 7.2783993e-05
3,767 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.0315534e-05
4,075 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.8188389e-05
4,123 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.7927568e-05
4,511 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.5681258e-05
4,587 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5161686e-05
4,776 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.4191794e-05
4,817 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.3985024e-05
6,504 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.7617085e-05
9,052 Optimizing Disjunctive Queries with Tagged Execution 2024 SIGMOD 5.230408e-05
10,245 Towards the Scheduling of Vertex-constrained Multi Subgraph Matching Query 2020 SIGMOD 5.0525742e-05
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