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Mar, 2024
流畅:用于私人联邦学习的轮效安全聚合
Fluent: Round-efficient Secure Aggregation for Private Federated Learning
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Xincheng Li, Jianting Ning, Geong Sen Poh, Leo Yu Zhang, Xinchun Yin...
TL;DR
FL解决隐私攻击的communication-efficient的secure aggregation方案Fluent,实验结果显示Fluent提高了普通客户端的计算成本至少75%,通信开销至少25%,并通过引入动态客户端加入提升了系统的灵活性和可扩展性。
Abstract
federated learning
(FL) facilitates collaborative training of machine learning models among a large number of clients while safeguarding the
privacy
of their local datasets. However, FL remains susceptible to vul
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