Deep-Unfolding for Next-Generation Transceivers

Deep-Unfolding for Next-Generation Transceivers

15 May 2023

Qiyu Hu

Yunlong Cai

Guanding Yu

Papers citing "Deep-Unfolding for Next-Generation Transceivers"

7 / 7 papers shown

Title
DDPG-Driven Deep-Unfolding with Adaptive Depth for Channel Estimation with Sparse Bayesian Learning Qiyu Hu Shuhan Shi Yunlong Cai Guanding Yu BDL 36 13 0 20 Jan 2022
Joint Deep Reinforcement Learning and Unfolding: Beam Selection and Precoding for mmWave Multiuser MIMO with Lens Arrays Qiyu Hu Yanzhen Liu Yunlong Cai Guanding Yu Z. Ding 51 50 0 05 Jan 2021
Solving Sparse Linear Inverse Problems in Communication Systems: A Deep Learning Approach With Adaptive Depth Wei Chen Bowen Zhang Shimei Jin B. Ai Z. Zhong 41 25 0 29 Oct 2020
Iterative Algorithm Induced Deep-Unfolding Neural Networks: Precoding Design for Multiuser MIMO Systems Qiyu Hu Yunlong Cai Qingjiang Shi Kaidi Xu Guanding Yu Z. Ding 40 174 0 15 Jun 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 391 1,979 0 11 Apr 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 100 1,022 0 22 Dec 2019
Model-Driven Deep Learning for Physical Layer Communications Hengtao He Shi Jin Chao-Kai Wen Fei Gao Geoffrey Ye Li Zongben Xu AI4CE 57 374 0 17 Sep 2018