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Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies

Summary: Blowfish privacy: Pufferfish-inspired DP extension with secrets and constraints. Policy-driven tradeoffs yield lower noise: k-means, histograms, queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4848
Venue
SIGMOD
Year
2014
Pagerank
8.4127196e-05
Overall Rank
2,562 | 82.43%
DOI
10.1145/2588555.2588581

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{he_sigmod14,
        title = {{Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies}},
        author = {He, Xi and Machanavajjhala, Ashwin and Ding, Bolin},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2588581},
        url = {https://dl.acm.org/doi/10.1145/2588555.2588581},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
1,144 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00011999046
1,790 Publishing Graph Degree Distribution with Node Differential Privacy 2016 SIGMOD 9.7502278e-05
3,375 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.4639817e-05
4,302 Pufferfish Privacy Mechanisms for Correlated Data 2017 SIGMOD 6.7720437e-05
4,881 Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics 2017 SIGMOD 6.465615e-05
5,613 Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges 2017 SIGMOD 6.1501263e-05
5,645 OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization 2023 VLDB 6.1366186e-05
5,908 Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism 2021 VLDB 6.0447537e-05
6,370 Differential Privacy in the Wild: A tutorial on current practices & open challenges 2016 VLDB 5.8973335e-05
6,376 DProvDB: Differentially Private Query Processing with Multi-Analyst Provenance 2023 SIGMOD 5.893174e-05
6,755 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.7830386e-05
10,964 Balancing Privacy and Utility in Correlated Data: A Study of Bayesian Differential Privacy 2025 VLDB 5.093636e-05
11,420 F3 KM: Federated, Fair, and Fast k-means 2023 SIGMOD 5.093636e-05
11,725 Catch a Blowfish Alive: A Demonstration of Policy-Aware Differential Privacy for Interactive Data Exploration 2021 VLDB 5.093636e-05
11,818 PANDA: Policy-aware Location Privacy for Epidemic Surveillance 2020 VLDB 5.093636e-05
12,079 Design of Policy-Aware Differentially Private Algorithms 2016 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

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