Author

Chao-Fan Deng

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Jul 2026

Neural Network-Assisted CLEAN for Channel Modeling in Low-SNR Regimes

This paper proposes Neural Network-Assisted CLEAN (NN-CLEAN), a hybrid framework that embeds a multi-head residual network directly into the iterative CLEAN extraction loop, establishing NN-CLEAN as a robust, real- time solution for channel estimation in MIMO systems.

Chao-Fan Deng, Lin-Yu Sun, Jaeho Lee et al. · arXiv.org · 0 citations