Differential Privacy and Byzantine Resilience in SGD

Author:

Guerraoui Rachid1,Gupta Nirupam1,Pinot Rafaël1,Rouault Sébastien1,Stephan John1

Affiliation:

1. Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland

Funder

Ecocloud

Swiss National Science Foundation

Publisher

ACM

Cited by 13 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. An Enclave-Aided Byzantine-Robust Federated Aggregation Framework;2024 IEEE Wireless Communications and Networking Conference (WCNC);2024-04-21

2. On the Tradeoff Between Privacy Preservation and Byzantine-Robustness in Decentralized Learning;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

3. Differential Privacy in Federated Dynamic Gradient Clipping Based on Gradient Norm;Lecture Notes in Computer Science;2024

4. Robust and Private Federated Learning on LLMs;Large Language Models in Cybersecurity;2024

5. Byzantine-Robust Federated Learning with Variance Reduction and Differential Privacy;2023 IEEE Conference on Communications and Network Security (CNS);2023-10-02

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