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No Free Lunch in Data Privacy

Summary: No free lunch: a no-free-lunch theorem shows DP privacy-utility requires data-generation assumptions. Privacy hinges on limiting inference about an individual's participation, not mere tuple presence; DP can breach participation in social networks and tabular data without modeling assumptions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4383
Venue
SIGMOD
Year
2011
Pagerank
0.00011856229
Overall Rank
1,463 | 89.84%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
451 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022807098
1,177 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013465351
2,224 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.256869e-05
2,228 Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies 2014 SIGMOD 9.2488181e-05
3,178 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.4350161e-05
3,306 Plausible Deniability for Privacy-Preserving Data Synthesis 2017 VLDB 7.2411112e-05
4,473 A Rigorous and Customizable Framework for Privacy 2012 PODS 6.1483804e-05
5,249 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 5.600946e-05
5,522 IncShrink: Architecting Efficient Outsourced Databases using Incremental MPC and Differential Privacy 2022 SIGMOD 5.4654207e-05
5,552 Differential Privacy in the Wild: A tutorial on current practices & open challenges 2016 VLDB 5.4413452e-05
5,700 Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges 2017 SIGMOD 5.3655082e-05
5,765 PrivGene: Differentially Private Model Fitting Using Genetic Algorithms 2013 SIGMOD 5.3354212e-05
6,190 Privacy-Aware Data Management in Information Networks 2011 SIGMOD 5.1604866e-05
6,480 Differential Privacy in Data Publication and Analysis 2012 SIGMOD 5.0396886e-05
7,059 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 4.8404261e-05
7,584 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 4.7015411e-05
7,865 Differentially Private Data Release over Multiple Tables 2023 PODS 4.6282846e-05
9,498 DP-Sync: Hiding Update Patterns in Secure Outsourced Databases with Differential Privacy 2021 SIGMOD 4.3300131e-05
9,674 Sypse: Privacy-first Data Management through Pseudonymization and Partitioning 2021 CIDR 4.3014213e-05
10,153 Defense against Poisoning Attacks under Shuffle-DP 2026 SIGMOD 4.1905499e-05
10,480 Approximate DBSCAN under Differential Privacy 2025 SIGMOD 4.1905499e-05
10,540 SPECIAL: Synopsis Assisted Secure Collaborative Analytics 2025 VLDB 4.1905499e-05
10,672 Calibrating Noise for Group Privacy in Subsampled Mechanisms 2025 VLDB 4.1905499e-05
10,728 Balancing Privacy and Utility in Correlated Data: A Study of Bayesian Differential Privacy 2025 VLDB 4.1905499e-05
12,138 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
137 Revealing Information while Preserving Privacy 2003 PODS 0.00042381562
506 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021481335
567 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019940193
4,185 Towards an Axiomatization of Statistical Privacy and Utility 2010 PODS 6.3713506e-05
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