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Towards Practical Differential Privacy for SQL Queries

Summary: Elastic sensitivity, a scalable upper bound on local sensitivity for SQL queries with equijoins, enables practical DP. FLEX, an end-to-end DP system for real-world SQL workloads, with negligible overhead and DB compatibility, validated on 8.1M queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11763
Venue
VLDB
Year
2018
Pagerank
0.00022062013
Overall Rank
298 | 97.94%
DOI
10.1145/3177732.3177733

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 58 citing papers.

Rank Citing Paper Year Venue Pagerank
1,247 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011568561
2,113 Optimizing error of high-dimensional statistical queries under differential privacy 2018 VLDB 9.2103836e-05
2,148 Shrinkwrap: Efficient SQL Query Processing in Differentially Private Data Federations 2019 VLDB 9.1402771e-05
2,255 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.9311563e-05
2,332 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 8.8193868e-05
2,481 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.6000811e-05
2,608 Secure Yannakakis: Join-Aggregate Queries over Private Data 2021 SIGMOD 8.4205138e-05
2,663 Towards Practical Oblivious Join 2022 SIGMOD 8.3448927e-05
3,141 LDP-IDS: Local Differential Privacy for Infinite Data Streams 2022 SIGMOD 7.7725716e-05
3,428 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.499038e-05
3,987 Adore: Differentially Oblivious Relational Database Operators 2023 VLDB 7.0447891e-05
4,791 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 6.5734428e-05
4,815 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.5620315e-05
5,346 IncShrink: Architecting Efficient Outsourced Databases using Incremental MPC and Differential Privacy 2022 SIGMOD 6.3243691e-05
5,613 LDPTrace: Locally Differentially Private Trajectory Synthesis 2023 VLDB 6.2142137e-05
6,007 The Fast and the Private: Task-based Dataset Search 2024 CIDR 6.0712167e-05
6,610 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 5.8839413e-05
7,194 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.7336035e-05
7,268 DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance 2023 SIGMOD 5.7128365e-05
7,474 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.6713039e-05
7,513 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 5.6619883e-05
7,754 Differentially Private Data Release over Multiple Tables 2023 PODS 5.610225e-05
7,791 Privacy Amplification via Shuffling: Unified, Simplified, and Tightened 2024 VLDB 5.6035684e-05
7,792 Differentially Private Data Generation with Missing Data 2024 VLDB 5.6035684e-05
7,797 Saibot: A Differentially Private Data Search Platform 2023 VLDB 5.6035684e-05
7,860 Fast and Reliable Missing Data Contingency Analysis with Predicate-Constraints 2020 SIGMOD 5.5993383e-05
8,124 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 5.5419908e-05
8,127 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 5.5419908e-05
8,548 Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation 2024 VLDB 5.4742553e-05
8,718 Cache Me If You Can: Accuracy-Aware Inference Engine for Differentially Private Data Exploration 2023 VLDB 5.441927e-05
9,231 DPSAaS: Multi-Dimensional Data Sharing and Analytics as Services under Local Differential Privacy 2019 VLDB 5.3593103e-05
9,418 Free Gap Information from the Differentially Private Sparse Vector and Noisy Max Mechanisms 2020 VLDB 5.3341661e-05
9,492 DP-Sync: Hiding Update Patterns in Secure Outsourced Databases with Differential Privacy 2021 SIGMOD 5.3246578e-05
9,512 Answering Private Linear Queries Adaptively using the Common Mechanism 2023 VLDB 5.3228625e-05
9,580 HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data 2022 VLDB 5.3112615e-05
9,627 PoneglyphDB: Efficient Non-interactive Zero-Knowledge Proofs for Arbitrary SQL-Query Verification 2025 SIGMOD 5.3018378e-05
9,638 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 5.3018378e-05
9,681 PCOR: Private Contextual Outlier Release via Differentially Private Search 2021 SIGMOD 5.2933009e-05
9,691 Sypse: Privacy-first Data Management through Pseudonymization and Partitioning 2021 CIDR 5.2910617e-05
9,759 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 5.2759752e-05
9,789 DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries 2023 SIGMOD 5.2719963e-05
10,015 Differentially Private Explanations for Clusters 2026 SIGMOD 5.1725247e-05
10,041 A General Framework for Per-record Differential Privacy 2026 SIGMOD 5.1725247e-05
10,094 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 5.1725247e-05
10,102 PrivAGS: Differentially Private Attributed Graph Synthesis 2026 SIGMOD 5.1725247e-05
10,358 Differentially Private Substring and Document Counting 2025 PODS 5.1725247e-05
10,494 Femur: A Flexible Framework for Fast and Secure Querying from Public Key-Value Store 2025 SIGMOD 5.1725247e-05
10,509 PrivPetal: Relational Data Synthesis via Permutation Relations 2025 SIGMOD 5.1725247e-05
10,522 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 5.1725247e-05
10,995 Personalized Truncation for Personalized Privacy 2024 SIGMOD 5.1725247e-05
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