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Rapidash: Efficient Detection of Constraint Violations

Summary: Reduces denial-constraint (DC) violation detection to orthogonal range search and introduces Rapidash, achieving near-linear time and space (vs prior quadratic worst-case). Validations on large open-source and production datasets show up to 84× speedups and markedly better scalability. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
ha4d3a80d8abf57b9
Venue
VLDB
Year
2024
Pagerank
5.2442249e-05
Overall Rank
8,881 | 40.47%
DOI
10.14778/3659437.3659454
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{liu_vldb24,
        title = {{Rapidash: Efficient Detection of Constraint Violations}},
        author = {Liu, Zifan and Deep, Shaleen and Fariha, Anna and Psallidas, Fotis and Tiwari, Ashish and Floratou, Avrilia},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {8},
        pages = {2009--2021},
        doi = {10.14778/3659437.3659454},
        url = {https://doi.org/10.14778/3659437.3659454},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
9,841 Incremental Detection of Denial Constraint Violations 2025 VLDB 5.1064323e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0019892478
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0011386412
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
210 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00024910589
348 Discovering Denial Constraints 2013 VLDB 0.00020216677
602 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015670535
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,627 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 0.00010021689
1,734 Beyond Worst-case Analysis for Joins with Minesweeper 2014 PODS 9.7545941e-05
1,821 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.5466386e-05
1,980 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2527187e-05
2,316 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 8.6404062e-05
3,044 A Revised R*-tree in Comparison with Related Index Structures 2009 SIGMOD 7.7045269e-05
3,267 Quadtree and R-tree Indexes in Oracle Spatial: A Comparison using GIS Data 2002 SIGMOD 7.46539e-05
3,304 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4211095e-05
3,307 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.4203464e-05
3,372 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3488827e-05
3,420 Data Profiling – A Tutorial 2017 SIGMOD 7.300051e-05
4,092 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.7958327e-05
4,527 Conjunctive Queries with Comparisons 2022 SIGMOD 6.5466033e-05
6,177 Fundamentals of Order Dependencies 2012 VLDB 5.8432596e-05
6,539 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7351897e-05
7,496 Fast Detection of Denial Constraint Violations 2022 VLDB 5.4968024e-05
7,518 Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems 2021 SIGMOD 5.4894144e-05
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