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Defense against Poisoning Attacks under Shuffle-DP

Summary: First general poisoning-robust defense for shuffle-DP: transforms any shuffle protocol for union-preserving queries into an attack-resilient one. Preserves asymptotic accuracy without attackers, and only polylog overhead with O(1) adversaries; instantiated for sum/frequency/range count. (summarized by gpt-5.4-mini on Apr 11 2026)

Paper ID
ha747c7df3395e59d
Venue
SIGMOD
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,631 | 28.53%
DOI
10.1145/3786638

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Authors

BibTeX Citation

@inproceedings{wang_sigmod26,
        title = {{Defense against Poisoning Attacks under Shuffle-DP}},
        author = {Wang, Siyi and Luo, Qiyao and Hu, Yihua and Wang, Lixu and Xu, Quanqing and Yang, Chuanhui and Qin, Zhan and Ren, Kui and Dong, Wei},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3786638},
        url = {https://dl.acm.org/doi/10.1145/3786638},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
64 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038522486
121 Boosting the Accuracy of Differentially Private Histograms Through Consistency 2010 VLDB 0.00031089378
558 Understanding Hierarchical Methods for Differentially Private Histograms 2013 VLDB 0.00016470707
1,246 No Free Lunch in Data Privacy 2011 SIGMOD 0.00011346748
1,888 Marginal Release Under Local Differential Privacy 2018 SIGMOD 9.4287112e-05
2,298 Principled Evaluation of Differentially Private Algorithms using DPBench 2016 SIGMOD 8.6731734e-05
2,803 Estimating Numerical Distributions under Local Differential Privacy 2020 SIGMOD 7.9855215e-05
3,234 LDP-IDS: Local Differential Privacy for Infinite Data Streams 2022 SIGMOD 7.5031195e-05
3,329 Answering Range Queries Under Local Differential Privacy 2019 SIGMOD 7.4187944e-05
4,496 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 6.5764614e-05
5,575 Improving Utility and Security of the Shuffler-based Differential Privacy 2020 VLDB 6.0792754e-05
5,868 Federated Heavy Hitter Analytics with Local Differential Privacy 2025 SIGMOD 5.9648445e-05
6,495 Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy 2025 SIGMOD 5.7658592e-05
7,092 RM2: Answer Counting Queries Efficiently under Shuffle Differential Privacy 2025 SIGMOD 5.601767e-05
7,694 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 5.4764188e-05
9,726 PrivRM: A Framework for Range Mean Estimation under Local Differential Privacy 2025 SIGMOD 5.1349531e-05
9,735 Common Neighborhood Estimation over Bipartite Graphs under Local Differential Privacy 2024 SIGMOD 5.1349531e-05
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