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20182023
most citedBeamforming and Device Selection Design in Federated Learning with Over-the-air Aggregation

9 citations · 10 across the 7 of their papers we have counts for

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10 papers · 1 filter

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…

cs.IT2022★ 1 cited

Online Distributed Coordinated Precoding for Virtualized MIMO Networks with Delayed CSI

Juncheng Wang, Ben Liang, Min Dong +2

We consider online wireless network virtualization (WNV) in a multi-cell multiple-input multiple output (MIMO) system with delayed feedback of channel state information (CSI). Mult…

cs.IT2021

Hierarchical Online Convex Optimization

Juncheng Wang, Ben Liang, Min Dong +2

We consider online convex optimization (OCO) over a heterogeneous network with communication delay, where multiple workers together with a master execute a sequence of decisions to…

cs.IT2021

Resource Allocation for Massive MIMO HetNets with Quantize-Forward Relaying

Ahmad Abu Al Haija, Min Dong, Ben Liang +1

We investigate how massive MIMO impacts the uplink transmission design in a heterogeneous network (HetNet) where multiple users communicate with a macro-cell base station (MCBS) wi…

cs.IT2021

Online Multi-Cell Coordinated MIMO Wireless Network Virtualization with Imperfect CSI

Juncheng Wang, Ben Liang, Min Dong +1

We consider online coordinated precoding design for downlink wireless network virtualization (WNV) in a multi-cell multiple-input multiple-output (MIMO) network with imperfect chan…