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Simplicity Done Right for Join Ordering

Summary: Lightweight join-ordering: a simple general upper bound for multi-joins, bound-guided enumeration, and sampling-as-execution for fast selectivity estimates. Delivers much lower planning overhead and consistently faster end-to-end JOB runtimes than prior work. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
399
Venue
CIDR
Year
2021
Pagerank
6.9879431e-05
Overall Rank
3,959 | 72.84%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{hertzschuch_cidr21,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '21},
        title = {{Simplicity Done Right for Join Ordering}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Hertzschuch, Axel and Hartmann, Claudio and Habich, Dirk and Lehner, Wolfgang},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
1,876 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 9.5717543e-05
2,991 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.8880723e-05
3,338 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 7.5068221e-05
5,277 FASTgres: Making Learned Query Optimizer Hinting Effective 2023 VLDB 6.2859099e-05
5,368 Density-optimized Intersection-free Mapping and Matrix Multiplication for Join-Project Operations 2022 VLDB 6.2448114e-05
5,576 SafeBound: A Practical System for Generating Cardinality Bounds 2023 SIGMOD 6.1663946e-05
5,639 LpBound: Pessimistic Cardinality Estimation using ℓp-Norms of Degree Sequences 2025 SIGMOD 6.1385102e-05
6,257 Join Size Bounds using l_p-Norms on Degree Sequences 2024 PODS 5.9397944e-05
6,704 ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation 2024 SIGMOD 5.797374e-05
8,513 Galley: Modern Query Optimization for Sparse Tensor Programs 2025 SIGMOD 5.4119882e-05
9,455 Small Selectivities Matter: Lifting the Burden of Empty Samples 2021 SIGMOD 5.2653318e-05
9,756 Efficient Query Re-optimization with Judicious Subquery Selections 2023 SIGMOD 5.2258278e-05
9,996 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.1814573e-05
10,016 Turbo-Charging SPJ Query Plans with Learned Physical Join Operator Selections 2022 VLDB 5.1764556e-05
10,108 An Elephant Under The Microscope: Analyzing The Interaction Of Optimizer Components In PostgreSQL 2025 SIGMOD 5.1347137e-05
10,803 SPECIAL: SynoPsis AssistEd Secure CollaboratIve AnaLytics 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

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