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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
13623
Venue
VLDB
Year
2024
Pagerank
5.3849387e-05
Overall Rank
8,686 | 40.41%
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
9,623 Incremental Detection of Denial Constraint Violations 2025 VLDB 5.2434488e-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 0.0020210012
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.001157935
112 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032801121
202 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00025454884
376 Discovering Denial Constraints 2013 VLDB 0.00019677674
618 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015711835
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,699 Beyond Worst-case Analysis for Joins with Minesweeper 2014 PODS 9.975915e-05
1,741 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 9.8755846e-05
1,857 Joins via Geometric Resolutions: Worst-case and Beyond 2015 PODS 9.6047945e-05
1,955 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.4166032e-05
2,266 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 8.8391372e-05
2,974 A Revised R*-tree in Comparison with Related Index Structures 2009 SIGMOD 7.9083221e-05
3,217 Quadtree and R-tree Indexes in Oracle Spatial: A Comparison using GIS Data 2002 SIGMOD 7.6314544e-05
3,295 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.5477715e-05
3,361 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4872032e-05
3,387 Data Profiling – A Tutorial 2017 SIGMOD 7.4534663e-05
3,412 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4344343e-05
4,575 Conjunctive Queries with Comparisons 2022 SIGMOD 6.6223692e-05
5,611 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.1504635e-05
6,114 Fundamentals of Order Dependencies 2012 VLDB 5.9713126e-05
6,403 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.8859374e-05
7,396 Fast Detection of Denial Constraint Violations 2022 VLDB 5.6257228e-05
7,397 Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems 2021 SIGMOD 5.6256632e-05
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