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Oct, 2023
质量感知联邦学习中的稳定性价格
Price of Stability in Quality-Aware Federated Learning
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Yizhou Yan, Xinyu Tang, Chao Huang, Ming Tang
TL;DR
通过建模客户间的交互为一个标签去噪游戏,本研究表明均衡结果总是导致全局模型准确性降低于社会最优解,并进一步设计了一个高效的算法来计算社会最优解。
Abstract
federated learning
(FL) is a distributed machine learning scheme that enables clients to train a shared global model without exchanging local data. The presence of
label noise
can severely degrade the FL performa
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