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One Join Order Does Not Fit All: Reducing Intermediate Results with Per-Split Query Plans

Summary: SplitJoin partitions inputs into heavy/light parts and assigns each split a distinct join order, reducing intermediates for cyclic multi-joins using existing binary engines. DuckDB/Umbra experiments show up to 14.8×/11.6× speedups and 74×/33.1× smaller intermediates. (summarized by gpt-5.6-luna on Aug 17 2026)

Paper ID
hb6f5e508991c4c4d
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,768 | 27.61%
DOI
10.14778/3819518.3819533

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Authors

BibTeX Citation

@article{he_vldb26,
        title = {{One Join Order Does Not Fit All: Reducing Intermediate Results with Per-Split Query Plans}},
        author = {He, Yujun and Zhao, Hangdong and Frisk, Simon and Yang, Yifei and Kristensen, Kevin and Koutris, Paraschos and Yu, Xiangyao},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {9},
        pages = {2045--2058},
        doi = {10.14778/3819518.3819533},
        url = {https://doi.org/10.14778/3819518.3819533},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024884544
315 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021246
466 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00017773029
712 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014578373
1,292 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00011152286
1,596 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010127607
1,752 Kuzu* Graph Database Management System 2023 CIDR 9.7289339e-05
1,825 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.5603293e-05
3,143 Query Optimization Techniques for Partitioned Tables 2011 SIGMOD 7.5981026e-05
3,153 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.5883271e-05
4,106 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.8032891e-05
4,369 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6315141e-05
4,605 Worst-Case Optimal Graph Joins in Almost No Space 2021 SIGMOD 6.5047683e-05
4,852 LpBound: Pessimistic Cardinality Estimation using ℓp-Norms of Degree Sequences 2025 SIGMOD 6.3806134e-05
4,950 Debunking the Myth of Join Ordering: Toward Robust SQL Analytics 2025 SIGMOD 6.3421691e-05
5,010 Free Join: Unifying Worst-Case Optimal and Traditional Joins 2023 SIGMOD 6.3149028e-05
5,487 Fast Join Project Query Evaluation using Matrix Multiplication 2020 SIGMOD 6.1096421e-05
5,902 Yannakakis+: Practical Acyclic Query Evaluation with Theoretical Guarantees 2025 SIGMOD 5.9536872e-05
5,918 Join Size Bounds using l_p-Norms on Degree Sequences 2024 PODS 5.9481539e-05
6,467 Output-sensitive Conjunctive Query Evaluation 2024 PODS 5.7747248e-05
6,567 Fast Matrix Multiplication for Query Processing 2024 PODS 5.7469783e-05
8,269 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3648571e-05
9,950 HoneyComb: A Parallel Worst-Case Optimal Join on Multicores 2025 SIGMOD 5.1038322e-05
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