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An Attack-Agnostic Defense Framework Against Manipulation Attacks under Local Differential Privacy

Puning Zhao, Zhikun Zhang, Jiawei Dong, Jiafei Wu,Zhe Liu,Shaowei Wang,Yunjun Gao

2025 IEEE Symposium on Security and Privacy (SP)(2025)

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Key words
Local Differential Privacy,Frequency Estimation,Estimation Error,Theoretical Analysis,Detailed Design,Estimation Problem,Quality Estimation,User-generated Content,Green Curve,Feedback Signal,Spherical Surface,Unit Sphere,Output Space,Attack Strategy,Simple Signal,Alphabet Size,Random Attack,Zipf Distribution,Output Domain
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