173 citations · 869 across the 23 of their papers we have counts for
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cs.IT2023
Joint Downlink-Uplink Beamforming for Wireless Multi-Antenna Federated Learning
Chong Zhang, Min Dong, Ben Liang +2
We study joint downlink-uplink beamforming design for wireless federated learning (FL) with a multi-antenna base station. Considering analog transmission over noisy channels and up…
cs.IT2023★ 9 cited
Beamforming and Device Selection Design in Federated Learning with Over-the-air Aggregation
Faeze Moradi Kalarde, Min Dong, Ben Liang +2
Federated learning (FL) with over-the-air computation can efficiently utilize the communication bandwidth but is susceptible to analog aggregation error. Excluding those devices wi…