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cs.LG2023
Price-Discrimination Game for Distributed Resource Management in Federated Learning
Han Zhang, Halvin Yang, Guopeng Zhang
In vanilla federated learning (FL) such as FedAvg, the parameter server (PS) and multiple distributed clients can form a typical buyer's market, where the number of PS/buyers of FL…
cs.LG2023★ 3 cited
Training Latency Minimization for Model-Splitting Allowed Federated Edge Learning
Yao Wen, Guopeng Zhang, Kezhi Wang +1
To alleviate the shortage of computing power faced by clients in training deep neural networks (DNNs) using federated learning (FL), we leverage the edge computing and split learni…