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CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination

Summary: CEMR: DFS-based subgraph matching with redundant-extension elimination. Uses black-white vertex encoding to merge common extensions plus reusable extension buffers and pruning, cutting duplicate work during enumeration and beating prior state of the art. (summarized by gpt-5.4-mini on May 27 2026)

Paper ID
h69734951471c29aa
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,734 | 27.84%
DOI
10.14778/3801059.3801070

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Authors

BibTeX Citation

@article{yang_vldb26,
        title = {{CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination}},
        author = {Yang, Linglin and Su, Xunbin and Zou, Lei and Gou, Xiangyang and Lin, Yinnian},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {7},
        pages = {1572--1585},
        doi = {10.14778/3801059.3801070},
        url = {https://doi.org/10.14778/3801059.3801070},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
176 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00026700508
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
355 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020124083
387 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00019426275
438 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00018286607
490 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017438618
657 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.0001505607
712 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014578373
960 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012836554
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
1,249 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011340141
1,506 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010452205
1,572 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010197978
1,752 Kuzu* Graph Database Management System 2023 CIDR 9.7289339e-05
1,804 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.6025094e-05
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
2,468 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.4178183e-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
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
4,817 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
6,965 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.6328006e-05
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