"local differential privacy" Papers

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Mitigating the Privacy–Utility Trade-off in Decentralized Federated Learning via f-Differential Privacy

Xiang Li, Chendi Wang, Buxin Su et al.

NEURIPS 2025spotlight
1
citations

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

Better Locally Private Sparse Estimation Given Multiple Samples Per User

Yuheng Ma, Ke Jia, Hanfang Yang

ICML 2024arXiv:2408.04313
2
citations

Optimal Differentially Private Model Training with Public Data

Andrew Lowy, Zeman Li, Tianjian Huang et al.

ICML 2024arXiv:2306.15056
7
citations

Split-and-Denoise: Protect large language model inference with local differential privacy

Peihua Mai, Ran Yan, Zhe Huang et al.

ICML 2024arXiv:2310.09130
32
citations

The Privacy Power of Correlated Noise in Decentralized Learning

Youssef Allouah, Anastasiia Koloskova, Aymane Firdoussi et al.

ICML 2024arXiv:2405.01031
18
citations

Tuning-free Estimation and Inference of Cumulative Distribution Function under Local Differential Privacy

Yi Liu, Qirui Hu, Linglong Kong

ICML 2024