Search Results for author: Jing-Yuan Xia

Found 2 papers, 1 papers with code

A Meta-Learning Based Gradient Descent Algorithm for MU-MIMO Beamforming

no code implementations24 Oct 2022 Jing-Yuan Xia, Zhixiong Yang, Tong Qiu, Huaizhang Liao, Deniz Gunduz

Multi-user multiple-input multiple-output (MU-MIMO) beamforming design is typically formulated as a non-convex weighted sum rate (WSR) maximization problem that is known to be NP-hard.

Meta-Learning

A Learning Aided Flexible Gradient Descent Approach to MISO Beamforming

1 code implementation21 Jun 2022 Zhixiong Yang, Jing-Yuan Xia, Junshan Luo, Shuanghui Zhang, Deniz Gündüz

This paper proposes a learning aided gradient descent (LAGD) algorithm to solve the weighted sum rate (WSR) maximization problem for multiple-input single-output (MISO) beamforming.

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