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Jian-Nan Wang

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Preprint Sep 2026

A Gram-Attention Learning Framework for Spatially Non-Stationary Channel Estimation

A signal processing and deep learning co-design framework, where data-driven JAS parallel support detection is followed by least-squares (LS)-based channel reconstruction and a Gram-attention module that incorporates the Gram matrix as a physical prior to guide feature purification, enabling the network to suppress lea...

Jian-Nan Wang, Xiang-Hao Yu, Chen Wu · 0 citations

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