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Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins

Summary: Introduces Recursive Mechanism for differential privacy on aggregates produced by relational algebra queries with unrestricted joins. Defines empirical sensitivity to bound error and enables node-DP subgraph counting for arbitrary subgraphs, surpassing edge-DP limitations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4712
Venue
SIGMOD
Year
2013
Pagerank
0.00013465351
Overall Rank
1,177 | 91.83%
DOI
-

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
451 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022807098
1,516 PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions 2016 SIGMOD 0.00011558246
1,607 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011171719
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
2,686 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 8.31087e-05
3,083 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 7.5985351e-05
4,942 Privacy Preserving Subgraph Matching on Large Graphs in Cloud 2016 SIGMOD 5.8124358e-05
5,249 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 5.600946e-05
5,499 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 5.4737427e-05
6,406 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0704962e-05
7,059 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 4.8404261e-05
7,437 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 4.7258659e-05
7,441 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 4.7251588e-05
7,584 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 4.7015411e-05
7,620 Budget Sharing for Multi-Analyst Differential Privacy 2021 VLDB 4.6896122e-05
7,865 Differentially Private Data Release over Multiple Tables 2023 PODS 4.6282846e-05
7,943 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 4.6089395e-05
7,946 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 4.6089395e-05
8,873 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 4.4271393e-05
10,094 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 4.1905499e-05
10,360 Fully Dynamic Algorithms for Graph Databases with Edge Differential Privacy 2025 PODS 4.1905499e-05
10,995 Personalized Truncation for Personalized Privacy 2024 SIGMOD 4.1905499e-05
11,167 Node-Differentially Private Estimation of the Number of Connected Components 2023 PODS 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
31 Provenance Semirings 2007 PODS 0.00078516827
83 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00053910987
506 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021481335
642 Private Analysis of Graph Structure 2011 VLDB 0.00018757732
1,463 No Free Lunch in Data Privacy 2011 SIGMOD 0.00011856229
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