Private Release of Graph Statistics using Ladder Functions
Summary: Introduces ladder functions for privately optimal outputs of graph statistics under differential privacy. Applied to subgraph counts, it achieves near-exact cost and improves accuracy over prior methods, enabling practical synthetic graph generation. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jun Zhang (Nanyang Technological University)
- 2. Graham Cormode (University of Warwick)
- 3. Cecilia M. Procopiuc (AT&T; Google)
- 4. Divesh Srivastava (AT&T)
- 5. Xiaokui Xiao (Nanyang Technological University)
BibTeX Citation
@inproceedings{zhang_sigmod15,
title = {{Private Release of Graph Statistics using Ladder Functions}},
author = {Zhang, Jun and Cormode, Graham and Procopiuc, Cecilia M. and Srivastava, Divesh and Xiao, Xiaokui},
series = {{SIGMOD} '15},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2723372.2737785},
url = {https://dl.acm.org/doi/10.1145/2723372.2737785},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 854 | Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins | 2013 | SIGMOD | 0.00013435506 |
| 879 | Relationship Privacy: Output Perturbation for Queries with Joins | 2009 | PODS | 0.00013293341 |
| 1,008 | Towards Identity Anonymization on Graphs | 2008 | SIGMOD | 0.00012545302 |
| 1,243 | Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets | 2014 | VLDB | 0.00011372988 |
| 1,367 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.00010905843 |
| 2,486 | Anonymizing Bipartite Graph Data using Safe Groupings | 2008 | VLDB | 8.3951524e-05 |
| 2,965 | K-Automorphism: A General Framework for Privacy Preserving Network Publication | 2009 | VLDB | 7.8023198e-05 |
| 6,841 | Information Preservation in Statistical Privacy and Bayesian Estimation of Unattributed Histograms | 2013 | SIGMOD | 5.6653413e-05 |
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