DBScholar

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
6100
Venue
SIGMOD
Year
2021
Pagerank
5.6393827e-05
Overall Rank
7,338 | 49.66%
DOI
10.1145/3448016.3452756

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{xia_sigmod21,
        title = {{DPGraph: A Benchmark Platform for Differentially Private Graph Analysis}},
        author = {Xia, Siyuan and Chang, Beizhen and Knopf, Karl and He, Yihan and Tao, Yuchao and He, Xi},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3452756},
        url = {https://dl.acm.org/doi/10.1145/3448016.3452756},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,282 Prism: Private Relational Data Synthesis with Language Models 2026 SIGMOD 5.093636e-05
11,370 Node-Differentially Private Estimation of the Number of Connected Components 2023 PODS 5.093636e-05
Previous Page 1 / 1 Next

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
281 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022445849
836 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013715654
855 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013579513
1,144 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011999046
1,220 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011619529
1,295 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00011272398
1,326 Resisting Structural Re-identification in Anonymized Social Networks 2008 VLDB 0.00011145219
1,790 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.7502278e-05
1,960 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 9.4058693e-05
2,012 Understanding the Sparse Vector Technique for Differential Privacy 2017 VLDB 9.3073552e-05
5,008 Exploring Privacy-Accuracy Tradeoffs using DPComp 2016 SIGMOD 6.4027712e-05
5,227 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 6.3085805e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 10,385 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD
2 1,220 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB
3 10,786 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD
4 836 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD
5 1,790 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD
6 6,288 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD
7 9,552 Practical and Accurate Local Edge Differentially Private Graph Algorithms 2025 VLDB
8 5,008 Exploring Privacy-Accuracy Tradeoffs using DPComp 2016 SIGMOD
9 6,083 Global and Local Differentially Private Release of Count-Weighted Graphs 2023 SIGMOD
10 2,300 Principled Evaluation of Differentially Private Algorithms using DPBench 2016 SIGMOD