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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
5.2641151e-05
Overall Rank
8,852 | 40.49%
DOI
10.14778/3659437.3659454

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
9,801 Incremental Detection of Denial Constraint Violations 2025 VLDB 5.1257999e-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 0.001992968
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0011405675
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
206 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00024986675
350 Discovering Denial Constraints 2013 VLDB 0.00020253521
603 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015699254
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010956518
1,619 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 0.00010055625
1,725 Beyond Worst-case Analysis for Joins with Minesweeper 2014 PODS 9.7902443e-05
1,812 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.5803973e-05
1,971 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2873596e-05
2,299 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 8.6727773e-05
3,034 A Revised R*-tree in Comparison with Related Index Structures 2009 SIGMOD 7.7330662e-05
3,253 Quadtree and R-tree Indexes in Oracle Spatial: A Comparison using GIS Data 2002 SIGMOD 7.4900624e-05
3,292 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4491643e-05
3,295 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.448168e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3767115e-05
3,418 Data Profiling – A Tutorial 2017 SIGMOD 7.3210362e-05
4,067 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.8216078e-05
4,509 Conjunctive Queries with Comparisons 2022 SIGMOD 6.570408e-05
6,171 Fundamentals of Order Dependencies 2012 VLDB 5.8623235e-05
6,525 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.756805e-05
7,471 Fast Detection of Denial Constraint Violations 2022 VLDB 5.5176505e-05
7,505 Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems 2021 SIGMOD 5.5074181e-05
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