activity
20192024
most citedSemantics-Empowered Communication: A Tutorial-cum-Survey

12 citations · 36 across the 13 of their papers we have counts for

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Showing cs.ITShow all

8 papers · 1 filter

cs.IT2023

Deep Learning for Hybrid Beamforming with Finite Feedback in GSM Aided mmWave MIMO Systems

Zhilin Lu, Xudong Zhang, Rui Zeng +1

Hybrid beamforming is widely recognized as an important technique for millimeter wave (mmWave) multiple input multiple output (MIMO) systems. Generalized spatial modulation (GSM) i…

cs.IT2023

Towards Efficient Subarray Hybrid Beamforming: Attention Network-based Practical Feedback in FDD Massive MU-MIMO Systems

Zhilin Lu, Xudong Zhang, Rui Zeng +1

Channel state information (CSI) feedback is necessary for the frequency division duplexing (FDD) multiple input multiple output (MIMO) systems due to the channel non-reciprocity. W…

cs.IT2022

Quantization Adaptor for Bit-Level Deep Learning-Based Massive MIMO CSI Feedback

Xudong Zhang, Zhilin Lu, Rui Zeng +1

In massive multiple-input multiple-output (MIMO) systems, the user equipment (UE) needs to feed the channel state information (CSI) back to the base station (BS) for the following…

cs.IT2022

Better Lightweight Network for Free: Codeword Mimic Learning for Massive MIMO CSI feedback

Zhilin Lu, Xudong Zhang, Rui Zeng +1

The channel state information (CSI) needs to be fed back from the user equipment (UE) to the base station (BS) in frequency division duplexing (FDD) multiple-input multiple-output…

cs.IT2021★ 4 cited

Binarized Aggregated Network with Quantization: Flexible Deep Learning Deployment for CSI Feedback in Massive MIMO System

Zhilin Lu, Xudong Zhang, Hongyi He +2

Massive multiple-input multiple-output (MIMO) is one of the key techniques to achieve better spectrum and energy efficiency in 5G system. The channel state information (CSI) needs…

cs.IT2021★ 2 cited

Aggregated Network for Massive MIMO CSI Feedback

Zhilin Lu, Hongyi He, Zhengyang Duan +2

In frequency division duplexing (FDD) mode, it is necessary to send the channel state information (CSI) from user equipment to base station. The downlink CSI is essential for the m…

cs.IT2020★ 3 cited

Binary Neural Network Aided CSI Feedback in Massive MIMO System

Zhilin Lu, Jintao Wang, Jian Song

In massive multiple-input multiple-output (MIMO) system, channel state information (CSI) is essential for the base station to achieve high performance gain. Recently, deep learning…

cs.IT2019★ 10 cited

Multi-resolution CSI Feedback with deep learning in Massive MIMO System

Zhilin Lu, Jintao Wang, Jian Song

In massive multiple-input multiple-output (MIMO) system, user equipment (UE) needs to send downlink channel state information (CSI) back to base station (BS). However, the feedback…