Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges

Summary: Tutorial bridging theory and practice of differential privacy for tabular and complex data in databases. Covers foundations, state-of-the-art DP algorithms for analytics, and deployments, highlighting adoption barriers and hands-on modules. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5338
Venue: SIGMOD
Year: 2017
Pagerank: 5.3655082e-05
Overall Rank: 5,700 | 60.39%
DOI: 10.1145/3035918.3054779

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,891	Towards Model-based Pricing for Machine Learning in a Data Marketplace	2019	SIGMOD	0.0001018452
7,946	Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity	2021	VLDB	4.6089395e-05
8,277	Measuring Re-identification Risk	2023	SIGMOD	4.5392079e-05
11,488	Practical Security and Privacy for Database Systems	2021	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 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
178	Boosting the Accuracy of Differentially Private Histograms Through Consistency	2010	VLDB	0.00037726596
567	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019940193
714	Understanding Hierarchical Methods for Differentially Private Histograms	2013	VLDB	0.00017670757
742	Optimizing Linear Counting Queries Under Differential Privacy	2010	PODS	0.00017336928
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.00011931212
1,463	No Free Lunch in Data Privacy	2011	SIGMOD	0.00011856229
1,566	PrivBasis: Frequent Itemset Mining with Differential Privacy	2012	VLDB	0.00011324162
1,928	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010062105
2,228	Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies	2014	SIGMOD	9.2488181e-05
2,688	On Differentially Private Frequent Itemset Mining	2013	VLDB	8.3012815e-05
3,266	Private Multiplicative Weights Beyond Linear Queries	2015	PODS	7.3045296e-05
3,912	DPT: Differentially Private Trajectory Synthesis Using Hierarchical Reference Systems	2015	VLDB	6.6332886e-05
5,552	Differential Privacy in the Wild: A tutorial on current practices & open challenges	2016	VLDB	5.4413452e-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
11,887	Design of Policy-Aware Differentially Private Algorithms	2016	VLDB	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
13,660	Models and Methods for Privacy-Preserving Data Publishing and Analysis (Invited Tutorial)	2005	PODS	-
6,969	Architecting a Differentially Private SQL Engine	2019	CIDR	4.8749348e-05
2,898	Privacy at Scale: Local Differential Privacy in Practice	2018	SIGMOD	7.9497751e-05
1,928	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010062105
2,461	Principled Evaluation of Differentially Private Algorithms using DPBench	2016	SIGMOD	8.7486072e-05
3,103	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5578714e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1905499e-05
11,488	Practical Security and Privacy for Database Systems	2021	SIGMOD	4.1905499e-05
6,480	Differential Privacy in Data Publication and Analysis	2012	SIGMOD	5.0396886e-05
5,552	Differential Privacy in the Wild: A tutorial on current practices & open challenges	2016	VLDB	5.4413452e-05