Search Results for author: Zhihua Shi

Found 2 papers, 0 papers with code

Knowledge-driven Meta-learning for CSI Feedback

no code implementations24 Oct 2023 Han Xiao, Wenqiang Tian, Wendong Liu, Jiajia Guo, Zhi Zhang, Shi Jin, Zhihua Shi, Li Guo, Jia Shen

In this article, a knowledge-driven meta-learning approach is proposed, where the DL model initialized by the meta model obtained from meta training phase is able to achieve rapid convergence when facing a new scenario during target retraining phase.

Meta-Learning

A Knowledge-Driven Meta-Learning Method for CSI Feedback

no code implementations31 Jan 2023 Han Xiao, Wenqiang Tian, Wendong Liu, Zhi Zhang, Zhihua Shi, Li Guo, Jia Shen

Recently, deep learning (DL) has been introduced to enhance CSI feedback in massive MIMO application, where the massive collected training data and lengthy training time are costly and impractical for realistic deployment.

Meta-Learning

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