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R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys

Summary: Presents R2T, the first DP mechanism for SPJA queries with foreign-key constraints (node-DP graph-pattern counting). Offers an instance-optimal truncation framework, deployable on any RDBMS, delivering strong utility gains over prior DP methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6296
Venue
SIGMOD
Year
2022
Pagerank
5.4776364e-05
Overall Rank
5,491 | 61.81%
DOI
10.1145/3514221.3517844

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
5,349 PrivLava: Synthesizing Relational Data with Foreign Keys under Differential Privacy 2023 SIGMOD 5.553869e-05
5,885 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.2880878e-05
7,417 DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance 2023 SIGMOD 4.7355114e-05
7,439 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 4.7304034e-05
7,579 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 4.706055e-05
7,864 Differentially Private Data Release over Multiple Tables 2023 PODS 4.6327272e-05
8,510 Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense 2024 VLDB 4.4952414e-05
8,873 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 4.4313867e-05
9,652 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 4.3109001e-05
9,766 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 4.2856106e-05
9,796 DP-starJ: A Differential Private Scheme towards Analytical Star-Join Queries 2023 SIGMOD 4.2818172e-05
10,041 A General Framework for Per-record Differential Privacy 2026 SIGMOD 4.1945683e-05
10,094 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 4.1945683e-05
10,153 Defense against Poisoning Attacks under Shuffle-DP 2026 SIGMOD 4.1945683e-05
10,513 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.1945683e-05
10,531 SPECIAL: Synopsis Assisted Secure Collaborative Analytics 2025 VLDB 4.1945683e-05
10,664 Calibrating Noise for Group Privacy in Subsampled Mechanisms 2025 VLDB 4.1945683e-05
10,724 Privacy-Enhanced Database Synthesis for Benchmark Publishing 2025 VLDB 4.1945683e-05
10,992 Personalized Truncation for Personalized Privacy 2024 SIGMOD 4.1945683e-05
11,074 Confidence Intervals for Private Query Processing 2024 VLDB 4.1945683e-05
11,112 DOP-SQL: A General-purpose, High-utility, and Extensible Private SQL System 2024 VLDB 4.1945683e-05
11,143 DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms 2024 VLDB 4.1945683e-05
11,163 Universal Private Estimators 2023 PODS 4.1945683e-05
11,281 Explaining Differentially Private Query Results With DPXPlain 2023 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

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