Two-Stage Client Selection for Federated Learning Against Free-riding Attack: A Multi-Armed Bandits and Auction-Based Approach

Renhao Lu,Weizhe Zhang,Hui He,Qiong Li,Xiaoxiong Zhong,Hongwei Yang,Desheng Wang,Lu Shi, Yuelin Guo,Zejun Wang

IEEE INTERNET OF THINGS JOURNAL（2024）

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Key words

Federated learning (FL),multiarmed bandits (MABs),second-price auction mechanism,Thompson sampling (TS) strategy,Federated learning (FL),multiarmed bandits (MABs),second-price auction mechanism,Thompson sampling (TS) strategy

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