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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
0.00015591971
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 0.0002234348
854 Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins 2013 SIGMOD 0.00013441869
1,166 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011731286
1,240 Calibrating Data to Sensitivity in Private Data Analysis: A Platform for Differentially-Private Analysis of Weighted Datasets 2014 VLDB 0.00011378375
1,838 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.5315245e-05
1,955 GUPT: Privacy Preserving Data Analysis Made Easy 2012 SIGMOD 9.3176117e-05
4,028 Shortest Paths and Distances with Differential Privacy 2016 PODS 6.8424244e-05
4,496 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.5764614e-05
4,999 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 6.3205439e-05
6,034 Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism 2021 VLDB 5.9092553e-05
6,210 Global and Local Differentially Private Release of Count-Weighted Graphs 2023 SIGMOD 5.8490953e-05
6,411 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.7935222e-05
6,495 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 5.7658592e-05
6,661 Better than Composition: How to Answer Multiple Relational Queries under Differential Privacy 2023 SIGMOD 5.717454e-05
6,803 Residual Sensitivity for Differentially Private Multi-Way Joins 2021 SIGMOD 5.6783493e-05
7,439 A Nearly Instance-optimal Differentially Private Mechanism for Conjunctive Queries 2022 PODS 5.5267455e-05
7,604 Privacy Amplification by Sampling under User-level Differential Privacy 2024 SIGMOD 5.486517e-05
8,334 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.3527996e-05
8,366 Local Dampening: Differential Privacy for Non-numeric Queries via Local Sensitivity 2021 VLDB 5.3461308e-05
9,735 Common Neighborhood Estimation over Bipartite Graphs under Local Differential Privacy 2024 SIGMOD 5.1349531e-05
10,404 Acyclic Graph Pattern Counting under Local Differential Privacy 2026 SIGMOD 4.9793485e-05
10,581 N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics 2026 SIGMOD 4.9793485e-05
10,634 Efficient and Effective Biclique Counting with Local Differential Privacy 2026 SIGMOD 4.9793485e-05
11,202 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.9793485e-05
11,313 Sectric: Towards Accurate, Privacy-preserving and Efficient Triangle Counting 2025 VLDB 4.9793485e-05
11,325 GORAM: Graph-oriented ORAM for Efficient Ego-centric Queries on Federated Graphs 2025 VLDB 4.9793485e-05
11,605 Confidence Intervals for Private Query Processing 2024 VLDB 4.9793485e-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 0.00013299637
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