Differentially Private Federated Learning with Drift Control

Author:

Chang Wei-Ting1,Seif Mohamed1,Tandon Ravi1

Affiliation:

1. University of Arizona,Department of Electrical and Computer Engineering,Tucson,AZ,85721

Funder

NSF

Publisher

IEEE

Reference17 articles.

1. Locally differentially private federated learning: Efficient algorithms with tight risk bounds;lowy;ArXiv Preprint,2021

2. Privacy amplification by sub-sampling: Tight analyses via couplings and divergences;balle;Advances in Neural Information Processing Systems (Ne u rIPS),2018

3. Federated Learning With Differential Privacy: Algorithms and Performance Analysis

4. Differentially private federated learning on heterogeneous data;noble;ArXiv Preprint,2021

5. Rényi differential privacy;mironov;2017 IEEE 30th Computer Security Foundations Symposium (CSF),0

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. NeuronDP: Neuron-grained Differential Privacy of Deep Neural Networks in Edge-based Federated Learning;2024 IEEE 4th International Conference on Electronic Technology, Communication and Information (ICETCI);2024-05-24

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