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: 5337
Venue: SIGMOD
Year: 2017
Pagerank: 5.3706593e-05
Overall Rank: 5,687 | 60.44%
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	0.00010194092
7,943	Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity	2021	VLDB	4.613363e-05
8,283	Measuring Re-identification Risk	2023	SIGMOD	4.5435639e-05
11,484	Practical Security and Privacy for Database Systems	2021	SIGMOD	4.1945683e-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
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
178	Boosting the Accuracy of Differentially Private Histograms Through Consistency	2010	VLDB	0.00037697111
568	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019949368
719	Understanding Hierarchical Methods for Differentially Private Histograms	2013	VLDB	0.00017626484
742	Optimizing Linear Counting Queries Under Differential Privacy	2010	PODS	0.00017360873
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.0001194108
1,465	No Free Lunch in Data Privacy	2011	SIGMOD	0.00011860847
1,567	PrivBasis: Frequent Itemset Mining with Differential Privacy	2012	VLDB	0.0001133268
1,935	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010032967
2,227	Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies	2014	SIGMOD	9.2421238e-05
2,685	On Differentially Private Frequent Itemset Mining	2013	VLDB	8.3070708e-05
3,261	Private Multiplicative Weights Beyond Linear Queries	2015	PODS	7.3115472e-05
3,907	DPT: Differentially Private Trajectory Synthesis Using Hierarchical Reference Systems	2015	VLDB	6.6395929e-05
5,545	Differential Privacy in the Wild: A tutorial on current practices & open challenges	2016	VLDB	5.4462098e-05
6,185	Privacy-Aware Data Management in Information Networks	2011	SIGMOD	5.1666285e-05
6,486	Differential Privacy in Data Publication and Analysis	2012	SIGMOD	5.0445043e-05
11,879	Design of Policy-Aware Differentially Private Algorithms	2016	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
13,646	Models and Methods for Privacy-Preserving Data Publishing and Analysis (Invited Tutorial)	2005	PODS	-
6,970	Architecting a Differentially Private SQL Engine	2019	CIDR	4.8796169e-05
2,899	Privacy at Scale: Local Differential Privacy in Practice	2018	SIGMOD	7.9443198e-05
1,935	A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy	2014	VLDB	0.00010032967
2,465	Principled Evaluation of Differentially Private Algorithms using DPBench	2016	SIGMOD	8.7518123e-05
3,097	Publishing Set-Valued Data via Differential Privacy	2011	VLDB	7.5647028e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1945683e-05
11,484	Practical Security and Privacy for Database Systems	2021	SIGMOD	4.1945683e-05
6,486	Differential Privacy in Data Publication and Analysis	2012	SIGMOD	5.0445043e-05
5,545	Differential Privacy in the Wild: A tutorial on current practices & open challenges	2016	VLDB	5.4462098e-05