35 citations · 92 across the 6 of their papers we have counts for
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cs.IT2021★ 30 cited
Embedding Model Based Fast Meta Learning for Downlink Beamforming Adaptation
Juping Zhang, Yi Yuan, Gan Zheng +2
This paper studies the fast adaptive beamforming for the multiuser multiple-input single-output downlink. Existing deep learning-based approaches assume that training and testing c…
cs.IT2021
Model-driven Learning for Generic MIMO Downlink Beamforming With Uplink Channel Information
Juping Zhang, Minglei You, Gan Zheng +2
Accurate downlink channel information is crucial to the beamforming design, but it is difficult to obtain in practice. This paper investigates a deep learning-based optimization ap…