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Differentially Private Vertical Federated Clustering


Aug 02, 2022
Zitao Li, Tianhao Wang, Ninghui Li


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Are Your Sensitive Attributes Private? Novel Model Inversion Attribute Inference Attacks on Classification Models


Jan 23, 2022
Shagufta Mehnaz, Sayanton V. Dibbo, Ehsanul Kabir, Ninghui Li, Elisa Bertino

* Conditionally accepted to USENIX Security 2022. This is not the camera-ready version. arXiv admin note: substantial text overlap with arXiv:2012.03404 

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Black-box Model Inversion Attribute Inference Attacks on Classification Models


Dec 07, 2020
Shagufta Mehnaz, Ninghui Li, Elisa Bertino


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Continuous Release of Data Streams under both Centralized and Local Differential Privacy


May 24, 2020
Tianhao Wang, Joann Qiongna Chen, Zhikun Zhang, Dong Su, Yueqiang Cheng, Zhou Li, Ninghui Li, Somesh Jha


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Membership Inference Attacks and Defenses in Supervised Learning via Generalization Gap


Feb 27, 2020
Jiacheng Li, Ninghui Li, Bruno Ribeiro


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Estimating Numerical Distributions under Local Differential Privacy


Dec 02, 2019
Zitao Li, Tianhao Wang, Milan Lopuhaä-Zwakenberg, Boris Skoric, Ninghui Li


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Practical and Robust Privacy Amplification with Multi-Party Differential Privacy


Aug 30, 2019
Tianhao Wang, Min Xu, Bolin Ding, Jingren Zhou, Ninghui Li, Somesh Jha


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Random Spiking and Systematic Evaluation of Defenses Against Adversarial Examples


Dec 05, 2018
Huangyi Ge, Sze Yiu Chau, Ninghui Li


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