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LpBound: Pessimistic Cardinality Estimation using ℓp-Norms of Degree Sequences

Summary: LpBound yields upper bound on multi-join cardinalities via lp-norms of degree sequences; solved by an LP with data stats. Two optimizations exploit query structure to speed estimation; it beats traditional ML estimators in accuracy with comparable cost. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7241
Venue
SIGMOD
Year
2025
Pagerank
4.875312e-05
Overall Rank
6,967 | 51.58%
DOI
10.1145/3725321

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Showing 18 of 18 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 0.0040465394
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
203 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034868567
606 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019251186
905 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423174
1,452 What do Shannon-type Inequalities, Submodular Width, and Disjunctive Datalog have to do with one another? 2017 PODS 0.00011922523
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011050093
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
2,143 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 9.4437798e-05
2,769 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 8.1512848e-05
3,516 Accurate Summary-based Cardinality Estimation Through the Lens of Cardinality Estimation Graphs 2022 VLDB 7.018912e-05
3,706 Every Row Counts: Combining Sketches and Sampling for Accurate Group-By Result Estimates 2019 CIDR 6.8232992e-05
3,992 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5519369e-05
4,526 Simplicity Done Right for Join Ordering 2021 CIDR 6.1079584e-05
5,639 Analyzing the Impact of Cardinality Estimation on Execution Plans in Microsoft SQL Server 2023 VLDB 5.3972261e-05
5,978 SafeBound: A Practical System for Generating Cardinality Bounds 2023 SIGMOD 5.2424396e-05
6,822 Computing Join Queries with Functional Dependencies 2016 PODS 4.9101655e-05
7,337 Join Size Bounds using l_p-Norms on Degree Sequences 2024 PODS 4.7532633e-05
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