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BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching

Summary: BEE uses block-separator decomposition to cut redundancy in subgraph matching, enabling detection of global and partial redundancies beyond local pruning. It proves NP-hardness of optimizing the block-separator tree, and offers greedy decomposition plus a block-reference structure that deliver large EPS speedups over state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h35ec29d792128628
Venue
SIGMOD
Year
2026
Pagerank
5.1043481e-05
Overall Rank
9,881 | 33.77%
DOI
10.1145/3749159

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod26,
        title = {{BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching}},
        author = {Zhang, Zhijie and Zheng, Weiguo},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3749159},
        url = {https://dl.acm.org/doi/10.1145/3749159},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
10,379 Algebraic Subgraph Counting 2027 SIGMOD 4.9605343e-05
10,811 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.9605343e-05
10,859 Subgraph Enumeration: Beyond Tree Decomposition 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 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 0.00024929198
235 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00023701614
288 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022009138
318 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021178303
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
952 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012878316
1,049 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012293903
1,064 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012181459
1,090 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012062682
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,565 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010185615
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
2,023 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1568397e-05
2,101 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 9.0309825e-05
2,128 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9879343e-05
2,348 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.5910072e-05
2,705 TreeSpan: Efficiently Computing Similarity All-Matching 2012 SIGMOD 8.0936619e-05
2,829 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 7.9469964e-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
6,251 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8179719e-05
6,672 Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation 2023 SIGMOD 5.6975871e-05
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