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Private Analysis of Graph Structure

Summary: Edge-DP algorithms for private subgraph counting: new k-star mechanisms and higher-order local sensitivity for k-triangles, achieving stronger prior-free privacy and lower noise than prior work. Includes accuracy analyses and hardness of extending triangle methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hb65328bf15f424bc
Venue
VLDB
Year
2011
Pagerank
0.0001558459
Overall Rank
609 | 95.91%
DOI
10.14778/3402707.3402716

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{karwa_vldb11,
        title = {{Private Analysis of Graph Structure}},
        author = {Karwa, Vishesh and Raskhodnikova, Sofya and Smith, Adam and Yaroslavtsev, Grigory},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {11},
        pages = {1146--1157},
        doi = {10.14778/3402707.3402716},
        url = {https://doi.org/10.14778/3402707.3402716},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
276 Towards Practical Differential Privacy for SQL Queries 2018 VLDB 0.00022332903
854 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013435506
1,168 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011725733
1,243 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011372988
1,841 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.5270124e-05
1,956 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 9.3132012e-05
4,030 Shortest Paths and Distances with Differential Privacy 2016 PODS 6.8391852e-05
4,498 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.5733482e-05
5,003 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 6.3175519e-05
6,036 Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism 2021 VLDB 5.9064579e-05
6,213 Global and Local Differentially Private Release of Count-Weighted Graphs 2023 SIGMOD 5.8463264e-05
6,414 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.7907796e-05
6,497 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 5.7631297e-05
6,665 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 5.7147475e-05
6,808 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 5.6756613e-05
7,442 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.5241292e-05
7,610 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 5.4839197e-05
8,338 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.3502656e-05
8,370 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 5.3436e-05
9,740 Common Neighborhood Estimation over Bipartite Graphs under Local Differential Privacy 2024 SIGMOD 5.1325223e-05
10,416 Acyclic Graph Pattern Counting under Local Differential Privacy 2026 SIGMOD 4.9769913e-05
10,592 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 4.9769913e-05
10,645 Efficient and Effective Biclique Counting with Local Differential Privacy 2026 SIGMOD 4.9769913e-05
11,211 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.9769913e-05
11,321 Sectric: Towards Accurate, Privacy-preserving and Efficient Triangle Counting 2025 VLDB 4.9769913e-05
11,333 GORAM: Graph-oriented ORAM for Efficient Ego-centric Queries on Federated Graphs 2025 VLDB 4.9769913e-05
11,611 Confidence Intervals for Private Query Processing 2024 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
879 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013293341
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