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CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations

Summary: CorrBound is a cardinality estimator that explicitly models inter-/intra-relation join-column correlations via a new information inequality and LP over stats + Shannon constraints, extending beyond LpBound. Sketching and low-rank tensor compression make the correlation-aware estimates practical for multi-join, range, and group-by queries. (summarized by gpt-5-mini on Apr 11 2026)

Paper ID
h5a6757ee990d16fb
Venue
SIGMOD
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,638 | 28.51%
DOI
10.1145/3786633
PDF
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Authors

BibTeX Citation

@inproceedings{mayer_sigmod26,
        title = {{CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations}},
        author = {Mayer, Christoph and Zhang, Haozhe and Khamis, Mahmoud Abo and Deeds, Kyle and Olteanu, Dan and Suciu, Dan},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3786633},
        url = {https://dl.acm.org/doi/10.1145/3786633},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 33 of 33 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0023943337
85 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035876108
286 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022112534
318 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021166957
510 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017059914
688 Cardinality Estimation Done Right: Index-Based Join Sampling 2017 CIDR 0.00014749318
691 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014737455
700 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014675903
746 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00014282427
749 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014261044
981 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012713454
1,058 Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions 2011 VLDB 0.00012224038
1,065 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012202293
1,091 What do Shannon-type Inequalities, Submodular Width, and Disjunctive Datalog have to do with one another? 2017 PODS 0.00012068611
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011622165
1,320 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011040663
1,465 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 0.00010572023
1,678 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.9056116e-05
2,342 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.6074783e-05
2,844 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.9446987e-05
3,900 SQLStorm: Taking Database Benchmarking into the LLM Era 2025 VLDB 6.9320915e-05
4,559 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.5324275e-05
4,854 LpBound: Pessimistic Cardinality Estimation using ℓp-Norms of Degree Sequences 2025 SIGMOD 6.3775929e-05
5,006 COMPASS: Online Sketch-based Query Optimization for In-Memory Databases 2021 SIGMOD 6.3159614e-05
5,224 SafeBound: A Practical System for Generating Cardinality Bounds 2023 SIGMOD 6.2197808e-05
5,630 Sample-Efficient Cardinality Estimation Using Geometric Deep Learning 2024 VLDB 6.056758e-05
5,904 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 5.9511271e-05
5,910 Join Size Bounds using l_p-Norms on Degree Sequences 2024 PODS 5.9478947e-05
6,745 Computing Join Queries with Functional Dependencies 2016 PODS 5.6890943e-05
7,572 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 5.492682e-05
8,042 JoinSketch: A Sketch Algorithm for Accurate and Unbiased Inner-Product Estimation 2023 SIGMOD 5.3999898e-05
9,900 Approximate Sketches 2024 SIGMOD 5.1110481e-05
10,186 Efficient Algorithms for Cardinality Estimation and Conjunctive Query Evaluation With Simple Degree Constraints 2025 PODS 5.0628015e-05
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