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Avoiding Materialisation for Guarded Aggregate Queries

Summary: Introduces guarded aggregate queries, whose syntactic restrictions enable logical and physical rewrites that compute aggregates without materialising massive join results. Implemented in Spark SQL and validated on standard benchmarks, addressing join-heavy analytical and graph-path workloads. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h996eebc6d1eb9b47
Venue
VLDB
Year
2025
Pagerank
5.4070923e-05
Overall Rank
7,936 | 46.81%
DOI
10.14778/3718057.3718068
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{lanzinger_vldb25,
        title = {{Avoiding Materialisation for Guarded Aggregate Queries}},
        author = {Lanzinger, Matthias and Pichler, Reinhard and Selzer, Alexander},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {5},
        pages = {1398--1411},
        doi = {10.14778/3718057.3718068},
        url = {https://doi.org/10.14778/3718057.3718068},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
9,669 Poisson Sampling over Acyclic Joins 2026 SIGMOD 5.1275185e-05
10,873 BaCon: Efficient Batch Processing of Counting Queries 2026 VLDB 4.9605343e-05
11,097 Instance-Optimal Acyclic Joins: From Theory to Systems 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061463175
17 Provenance Semirings 2007 PODS 0.00059660827
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055523999
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024929198
357 FAQ: Questions Asked Frequently 2016 PODS 0.00020048899
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018836656
815 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.00013682594
848 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00013463236
983 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012677179
1,568 AJAR: Aggregations and Joins over Annotated Relations 2016 PODS 0.00010178045
1,764 Kuzu* Graph Database Management System 2023 CIDR 9.6923285e-05
2,376 Hypertree Decompositions and Tractable Queries 1999 PODS 8.5345413e-05
2,593 Secure Yannakakis: Join-Aggregate Queries over Private Data 2021 SIGMOD 8.2282707e-05
2,673 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1276375e-05
3,122 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6091671e-05
3,307 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.4203464e-05
3,921 DunceCap: Query Plans Using Generalized Hypertree Decompositions 2015 SIGMOD 6.9059118e-05
4,527 Conjunctive Queries with Comparisons 2022 SIGMOD 6.5466033e-05
5,080 Change Propagation Without Joins 2023 VLDB 6.2689958e-05
5,446 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 6.1117489e-05
7,311 Computing the Difference of Conjunctive Queries Efficiently 2023 SIGMOD 5.5432326e-05
8,328 DunceCap: Compiling Worst-Case Optimal Query Plans 2015 SIGMOD 5.3380779e-05
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