2024 "privacy-utility trade-off" Papers

4 papers found

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A Generalized Shuffle Framework for Privacy Amplification: Strengthening Privacy Guarantees and Enhancing Utility

Chen E, Yang Cao, Ge Yifei

AAAI 2024paperarXiv:2312.14388
12
citations

Mitigating Privacy Risk in Membership Inference by Convex-Concave Loss

Zhenlong Liu, Lei Feng, HUIPING ZHUANG et al.

ICML 2024poster

The Fundamental Limits of Least-Privilege Learning

Theresa Stadler, Bogdan Kulynych, Michael Gastpar et al.

ICML 2024poster

The Privacy Power of Correlated Noise in Decentralized Learning

Youssef Allouah, Anastasiia Koloskova, Aymane Firdoussi et al.

ICML 2024poster