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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
5.4250308e-05
Overall Rank
7,922 | 46.76%
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
9,642 Poisson Sampling over Acyclic Joins 2026 SIGMOD 5.1445295e-05
10,812 BaCon: Efficient Batch Processing of Counting Queries 2026 VLDB 4.9769913e-05
11,036 Instance-Optimal Acyclic Joins: From Theory to Systems 2026 VLDB 4.9769913e-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 0.00061067652
17 Provenance Semirings 2007 PODS 0.00059813669
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055384955
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024899872
357 FAQ: Questions Asked Frequently 2016 PODS 0.00020013731
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018894165
813 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.00013722638
849 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00013498306
981 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012713454
1,570 AJAR: Aggregations and Joins over Annotated Relations 2016 PODS 0.0001020376
1,753 Kuzu* Graph Database Management System 2023 CIDR 9.7244117e-05
2,366 Hypertree Decompositions and Tractable Queries 1999 PODS 8.5614655e-05
2,584 Secure Yannakakis: Join-Aggregate Queries over Private Data 2021 SIGMOD 8.2555687e-05
2,663 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1542952e-05
3,114 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6321464e-05
3,296 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.444648e-05
3,909 DunceCap: Query Plans Using Generalized Hypertree Decompositions 2015 SIGMOD 6.9287689e-05
4,510 Conjunctive Queries with Comparisons 2022 SIGMOD 6.5673056e-05
5,061 Change Propagation Without Joins 2023 VLDB 6.2897936e-05
5,429 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 6.1320252e-05
7,294 Computing the Difference of Conjunctive Queries Efficiently 2023 SIGMOD 5.5616228e-05
8,314 DunceCap: Compiling Worst-Case Optimal Query Plans 2015 SIGMOD 5.3557545e-05
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