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ProvSQL: Provenance and Probability Management in PostgreSQL

Summary: ProvSQL, an open-source PostgreSQL module, adds provenance and probability management for query results. It supports provenance formalisms (semirings, monus, where-provenance) and probabilistic evaluation via knowledge compilation, plus possible-world enumeration and Monte Carlo for many non-aggregate queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11892
Venue
VLDB
Year
2018
Pagerank
9.3852716e-05
Overall Rank
1,965 | 86.52%
DOI
10.14778/3229863.3236253

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{senellart_vldb18,
        title = {{ProvSQL: Provenance and Probability Management in PostgreSQL}},
        author = {Senellart, Pierre and Jachiet, Louis and Maniu, Silviu and Ramusat, Yann},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {12},
        pages = {2034--2037},
        doi = {10.14778/3229863.3236253},
        url = {https://doi.org/10.14778/3229863.3236253},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
2,424 Computing the Shapley Value of Facts in Query Answering 2022 SIGMOD 8.6009068e-05
4,759 Explaining Wrong Queries Using Small Examples 2019 SIGMOD 6.5207388e-05
5,382 Expected Shapley-Like Scores of Boolean Functions: Complexity and Applications to Probabilistic Databases 2024 PODS 6.237788e-05
5,441 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.2184806e-05
5,660 Banzhaf Values for Facts in Query Answering 2024 SIGMOD 6.1305635e-05
5,824 ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values 2022 SIGMOD 6.0750989e-05
5,931 Your notebook is not crumby enough, REPLace it 2020 CIDR 6.0369708e-05
7,430 Solving a Special Case of the Intensional vs Extensional Conjecture in Probabilistic Databases 2020 PODS 5.6200093e-05
7,977 Interactive Query Explanations Using Fine Grained Provenance 2022 SIGMOD 5.5152578e-05
8,598 Is Integer Linear Programming All You Need for Deletion Propagation? A Unified and Practical Approach for Generalized Deletion Propagation 2025 VLDB 5.4049137e-05
8,688 Advancing Fact Attribution for Query Answering: Aggregate Queries and Novel Algorithms 2025 VLDB 5.3847009e-05
8,724 FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds 2025 SIGMOD 5.3766157e-05
8,889 Provenance-based Data Skipping 2022 VLDB 5.3512428e-05
8,976 Computing How-Provenance for SPARQL Queries via Query Rewriting 2021 VLDB 5.3412433e-05
9,193 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD 5.3058708e-05
10,293 Variational Inference for De Finetti Logic 2026 SIGMOD 5.093636e-05
11,109 FaDE: More Than a Million What-ifs Per Second 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059843817
78 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.00036571789
806 Provenance for Aggregate Queries 2011 PODS 0.00013890398
1,638 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 0.00010155338
2,775 MayBMS: A Probabilistic Database Management System 2009 SIGMOD 8.1359291e-05
7,640 Tractable Lineages on Treelike Instances: Limits and Extensions 2016 PODS 5.5766474e-05
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