Instance-Optimal Acyclic Join Processing Without Regret: Engineering the Yannakakis Algorithm in Column Stores
Summary: SYA converts binary join plans into 2-phase Nested Semijoin Algebra (Lookup/Expand) plans and evaluates them by shredding in column stores to attain instance-optimal acyclic join evaluation. Provably avoids blowups and is no-regret vs binary plans; on 1,849 queries it speeds 85.3% up to 62.5x. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Liese Bekkers (Hasselt University)
- 2. Frank Neven (Hasselt University)
- 3. Stijn Vansummeren (Hasselt University)
- 4. Yisu Remy Wang (University of California Los Angeles)
BibTeX Citation
@article{bekkers_vldb25,
title = {{Instance-Optimal Acyclic Join Processing Without Regret: Engineering the Yannakakis Algorithm in Column Stores}},
author = {Bekkers, Liese and Neven, Frank and Vansummeren, Stijn and Wang, Yisu Remy},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {8},
pages = {2413--2426},
doi = {10.14778/3742728.3742737},
url = {https://doi.org/10.14778/3742728.3742737},
year = {2025}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,902 | Yannakakis+: Practical Acyclic Query Evaluation with Theoretical Guarantees | 2025 | SIGMOD | 5.9536872e-05 |
| 6,573 | Output-Optimal Algorithms for Join-Aggregate Queries | 2025 | PODS | 5.7455776e-05 |
| 7,817 | Parachute: Single-Pass Bi-Directional Information Passing | 2025 | VLDB | 5.4477841e-05 |
| 9,634 | Poisson Sampling over Acyclic Joins | 2026 | SIGMOD | 5.146966e-05 |
| 10,103 | Still Asking: How Good Are Query Optimizers, Really? | 2025 | VLDB | 5.0789354e-05 |
| 10,508 | Succinct Structure Representations for Efficient Query Optimization | 2026 | SIGMOD | 4.9793485e-05 |
| 10,842 | The Data World Is Not Flat: Efficient Factorized Execution for Relational Systems | 2026 | VLDB | 4.9793485e-05 |
| 10,941 | Ultron: History-Based Query Optimization at Databricks | 2026 | VLDB | 4.9793485e-05 |
| 11,027 | Instance-Optimal Acyclic Joins: From Theory to Systems | 2026 | VLDB | 4.9793485e-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.
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