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Sublime: Selecting Subgraph Matching Algorithms via Machine Learning

Summary: Sublime replaces brittle hand-crafted algorithm-selection rules for subgraph matching with learned selection from query/data features and labeled performance observations. It improves embeddings/sec by up to 36% and coverage by 46.3% over baselines. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
7488
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,294 | 29.38%
DOI
10.1145/3802115

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Authors

BibTeX Citation

@inproceedings{kuraya_sigmod26,
        title = {{Sublime: Selecting Subgraph Matching Algorithms via Machine Learning}},
        author = {Kuraya, Genryu and Skitsas, Konstantinos and Mottin, Davide and Karras, Panagiotis and Amagata, Daichi and Sasaki, Yuya},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802115},
        url = {https://dl.acm.org/doi/10.1145/3802115},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
294 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022253507
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015214062
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
1,181 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001179597
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,112 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.1514258e-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
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
8,871 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 5.35418e-05
9,617 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 5.2434488e-05
11,075 Mix & Match: Subgraph Matching for Absolute Coverage 2025 VLDB 5.093636e-05
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