Differential Privacy and Byzantine Resilience in SGD
Author:
Affiliation:
1. Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
Funder
Ecocloud
Swiss National Science Foundation
Publisher
ACM
Link
https://dl.acm.org/doi/pdf/10.1145/3465084.3467919
Reference43 articles.
1. Deep Learning with Differential Privacy
2. Raef Bassily Adam Smith and Abhradeep Thakurta. 2014. Differentially Private Empirical Risk Minimization: Efficient Algorithms and Tight Error Bounds. arxiv: 1405.7085 [cs.LG] Raef Bassily Adam Smith and Abhradeep Thakurta. 2014. Differentially Private Empirical Risk Minimization: Efficient Algorithms and Tight Error Bounds. arxiv: 1405.7085 [cs.LG]
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
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3