Back to papers
DPGraph: A Benchmark Platform for Differentially Private Graph Analysis
Summary: DPGraph offers a web-based, end-to-end benchmark platform for evaluating differential privacy in graph analysis. It includes tunable DP algorithms for graph metrics and a framework to reallocate privacy budget across algorithms, highlighting privacy–accuracy tradeoffs.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6038
- Venue
- SIGMOD
- Year
- 2021
- Pagerank
- 4.613363e-05
- Overall Rank
- 7,940 | 44.77%
- DOI
-
10.1145/3448016.3452756
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 453 |
Towards Practical Differential Privacy for SQL Queries |
2018 |
VLDB |
0.00022741848 |
| 505 |
Relationship Privacy: Output Perturbation for Queries with Joins |
2009 |
PODS |
0.00021491332 |
| 1,177 |
Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins |
2013 |
SIGMOD |
0.00013470212 |
| 1,382 |
Minimality Attack in Privacy Preserving Data Publishing |
2007 |
VLDB |
0.00012281313 |
| 1,571 |
Resisting Structural Re-identification in Anonymized Social Networks |
2008 |
VLDB |
0.00011318916 |
| 1,602 |
Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets |
2014 |
VLDB |
0.00011199166 |
| 1,738 |
PrivateSQL: A Differentially Private SQL Query Engine |
2019 |
VLDB |
0.00010720057 |
| 2,226 |
Publishing Graph Degree Distribution with Node Differential Privacy |
2016 |
SIGMOD |
9.2421776e-05 |
| 2,683 |
Private Release of Graph Statistics using Ladder Functions |
2015 |
SIGMOD |
8.315553e-05 |
| 2,758 |
Understanding the Sparse Vector Technique for Differential Privacy |
2017 |
VLDB |
8.1653216e-05 |
| 5,080 |
Exploring Privacy-Accuracy Tradeoffs using DPComp |
2016 |
SIGMOD |
5.7137145e-05 |
| 5,351 |
K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks |
2010 |
SIGMOD |
5.5531181e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 10,094 |
N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics |
2026 |
SIGMOD |
4.1945683e-05 |
| 1,602 |
Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets |
2014 |
VLDB |
0.00011199166 |
| 10,513 |
Computing Inconsistency Measures Under Differential Privacy |
2025 |
SIGMOD |
4.1945683e-05 |
| 1,177 |
Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins |
2013 |
SIGMOD |
0.00013470212 |
| 2,226 |
Publishing Graph Degree Distribution with Node Differential Privacy |
2016 |
SIGMOD |
9.2421776e-05 |
| 6,410 |
Publishing Attributed Social Graphs with Formal Privacy Guarantees |
2016 |
SIGMOD |
5.0753667e-05 |
| 10,727 |
Practical and Accurate Local Edge Differentially Private Graph Algorithms |
2025 |
VLDB |
4.1945683e-05 |
| 5,080 |
Exploring Privacy-Accuracy Tradeoffs using DPComp |
2016 |
SIGMOD |
5.7137145e-05 |
| 6,235 |
Global and Local Differentially Private Release of Count-Weighted Graphs |
2023 |
SIGMOD |
5.1451658e-05 |
| 2,465 |
Principled Evaluation of Differentially Private Algorithms using DPBench |
2016 |
SIGMOD |
8.7518123e-05 |