no code implementations • 10 Oct 2023 • Danni Yang, Yun Ji, Zhoubin Kou, Xiaoxiong Zhong, Sheng Zhang
To address the challenges posed by the heterogeneity inherent in federated learning (FL) and to attract high-quality clients, various incentive mechanisms have been employed.
no code implementations • 6 May 2023 • Zhoubin Kou, Yun Ji, Xiaoxiong Zhong, Sheng Zhang
However, existing FEEL systems with AirComp scheme often employ traditional synchronous aggregation mechanisms for local model aggregation in each global round, which suffer from the stragglers issues.
no code implementations • 12 Mar 2021 • Renhao Lu, Weizhe Zhang, Qiong Li, Xiaoxiong Zhong, Athanasios V. Vasilakos
In recent years, mobile clients' computing ability and storage capacity have greatly improved, efficiently dealing with some applications locally.