DDPG-Driven Deep-Unfolding with Adaptive Depth for Channel Estimation
with Sparse Bayesian Learning

DDPG-Driven Deep-Unfolding with Adaptive Depth for Channel Estimation with Sparse Bayesian Learning

20 January 2022

Qiyu Hu

Yunlong Cai

Guanding Yu

Papers citing "DDPG-Driven Deep-Unfolding with Adaptive Depth for Channel Estimation with Sparse Bayesian Learning"

10 / 10 papers shown

Title
Two-Timescale End-to-End Learning for Channel Acquisition and Hybrid Precoding Qiyu Hu Yunlong Cai Kai Kang Guanding Yu J. Hoydis Yonina C. Eldar 21 25 0 22 Oct 2021
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
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems Kaixuan Wei Angelica Aviles-Rivero Jingwei Liang Ying Fu Carola-Bibiane Schönlieb Hua Huang 68 105 0 22 Feb 2020
ViterbiNet: A Deep Learning Based Viterbi Algorithm for Symbol Detection Nir Shlezinger Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 55 144 0 26 May 2019
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 333 8,130 0 13 Aug 2016
Adaptive Computation Time for Recurrent Neural Networks Alex Graves 114 547 0 29 Mar 2016
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 320 13,248 0 09 Sep 2015
Sharp Time--Data Tradeoffs for Linear Inverse Problems Samet Oymak Benjamin Recht Mahdi Soltanolkotabi 75 88 0 16 Jul 2015