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Computing Inconsistency Measures Under Differential Privacy

Summary: DP-aware estimation of database inconsistency measures via a conflict-graph model to mitigate sensitivity. Proposes graph-projection techniques and a DP approximate vertex-cover variant to estimate three measures, with experiments on five real-world denial-constraint datasets across varying conflict-graph densities. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7286
Venue
SIGMOD
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,522 | 26.88%
DOI
10.1145/3725397

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,140 Analyzing Deviations from Monotonic Trends through Database Repair 2026 SIGMOD 4.1905499e-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
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
451 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022807098
556 Discovering Denial Constraints 2013 VLDB 0.00020214701
642 Private Analysis of Graph Structure 2011 VLDB 0.00018757732
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013373177
1,516 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011558246
1,740 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00010696383
2,224 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.256869e-05
2,258 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 9.1804145e-05
2,436 Optimizing error of high-dimensional statistical queries under differential privacy 2018 VLDB 8.8217855e-05
2,686 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 8.31087e-05
3,045 Dichotomies in the Complexity of Preferred Repairs 2015 PODS 7.6618214e-05
3,083 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 7.5985351e-05
3,448 Approximate Denial Constraints 2020 VLDB 7.081095e-05
3,834 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 6.713066e-05
3,836 Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 6.7127853e-05
4,664 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0058132e-05
5,499 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 5.4737427e-05
6,544 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.013741e-05
7,062 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 4.8398632e-05
7,666 Fast Detection of Denial Constraint Violations 2022 VLDB 4.6792751e-05
11,146 DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms 2024 VLDB 4.1905499e-05
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