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Cardinality Estimation of LIKE Predicate Queries using Deep Learning

Summary: Deep-learning cardinality estimation for LIKE predicates via an N-gram table and conditional-regression head. LEADER generates shareable training data across related LIKE queries with a join-order strategy for fast, accurate estimates on real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7080
Venue
SIGMOD
Year
2025
Pagerank
5.2094602e-05
Overall Rank
9,844 | 32.47%
DOI
10.1145/3709670

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kwon_sigmod25,
        title = {{Cardinality Estimation of LIKE Predicate Queries using Deep Learning}},
        author = {Kwon, Suyong and Shim, Kyuseok and Jung, Woohwan},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3709670},
        url = {https://dl.acm.org/doi/10.1145/3709670},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,505 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 5.093636e-05
10,508 Practical Parameterized Query Optimization via Efficient Plan Reuse and List-wise Ranking 2026 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035838391
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
401 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019092557
465 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.0001803934
513 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017190574
1,140 Estimating Alphanumeric Selectivity in the Presence of Wildcards 1996 SIGMOD 0.0001200574
1,427 Substring Selectivity Estimation 1999 PODS 0.00010812749
2,061 Selectivity Estimation For Boolean Queries 2000 PODS 9.2445049e-05
2,899 Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance 2007 VLDB 7.97814e-05
3,545 Astrid: Accurate Selectivity Estimation for String Predicates using Deep Learning 2021 VLDB 7.3249967e-05
3,688 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 7.201795e-05
4,035 Selectivity Estimation for Fuzzy String Predicates in Large Data Sets 2005 VLDB 6.9439151e-05
4,091 Of Snowstorms and Bushy Trees 2014 VLDB 6.9090244e-05
4,617 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.604437e-05
5,011 Monotonic Cardinality Estimation of Similarity Selection: A Deep Learning Approach 2020 SIGMOD 6.4020848e-05
6,009 Optimization of Conjunctive Predicates for Main Memory Column Stores 2016 VLDB 6.0113733e-05
6,760 LPLM: A Neural Language Model for Cardinality Estimation of LIKE-Queries 2024 SIGMOD 5.7826781e-05
7,268 Cardinality Estimation of Approximate Substring Queries using Deep Learning 2022 VLDB 5.6597123e-05
7,692 Efficient Top-k Algorithms for Approximate Substring Matching 2013 SIGMOD 5.5664611e-05
8,183 alpha to omega: The Greek Alphabet of Sampling 2020 CIDR 5.4714466e-05
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