Search Results for author: Xiaolin Hou

Found 2 papers, 0 papers with code

Lightweight Neural Network with Knowledge Distillation for CSI Feedback

no code implementations31 Oct 2022 Yiming Cui, Jiajia Guo, Zheng Cao, Huaze Tang, Chao-Kai Wen, Shi Jin, Xin Wang, Xiaolin Hou

Firstly, an autoencoder KD-based method is introduced by training a student autoencoder to mimic the reconstructed CSI of a pretrained teacher autoencoder.

Knowledge Distillation

Deep Learning-based Massive MIMO CSI Acquisition for 5G Evolution and 6G

no code implementations10 Jun 2022 Xin Wang, Xiaolin Hou, Lan Chen, Yoshihisa Kishiyama, Takahiro Asai

Considering its large impact on air-interface design, it will be a candidate technology for 6th generation (6G) networks, in which an air interface designed by artificial intelligence can be used.

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