87 citations · 116 across the 11 of their papers we have counts for
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cs.LG2020★ 4 cited
Communication Efficient Federated Learning with Energy Awareness over Wireless Networks
Richeng Jin, Xiaofan He, Huaiyu Dai
In federated learning (FL), reducing the communication overhead is one of the most critical challenges since the parameter server and the mobile devices share the training paramete…
cs.LG2020★ 19 cited
Stochastic-Sign SGD for Federated Learning with Theoretical Guarantees
Richeng Jin, Yufan Huang, Xiaofan He +2
Federated learning (FL) has emerged as a prominent distributed learning paradigm. FL entails some pressing needs for developing novel parameter estimation approaches with theoretic…