Model-Driven Deep Learning for Physical Layer Communications

17 September 2018

Papers citing "Model-Driven Deep Learning for Physical Layer Communications"

28 / 28 papers shown

Title
Channel Estimation for Underwater Visible Light Communication: A Sparse Learning Perspective Younan Mou Sicong Liu 16 4 0 13 Mar 2023
Structural Optimization of Factor Graphs for Symbol Detection via Continuous Clustering and Machine Learning Lukas Rapp Luca Schmid Andrej Rode Laurent Schmalen 32 1 0 21 Nov 2022
Better Lightweight Network for Free: Codeword Mimic Learning for Massive MIMO CSI feedback Zhilin Lu Xudong Zhang Rui Zeng Jintao Wang 18 4 0 29 Oct 2022
The Interplay of AI and Digital Twin: Bridging the Gap between Data-Driven and Model-Driven Approaches Lina Bariah Merouane Debbah 22 20 0 26 Sep 2022
Overview of Deep Learning-based CSI Feedback in Massive MIMO Systems Jiajia Guo Chao-Kai Wen Shi Jin Geoffrey Ye Li 37 146 0 29 Jun 2022
Variational Autoencoder Leveraged MMSE Channel Estimation Michael Baur B. Fesl M. Koller Wolfgang Utschick 18 20 0 11 May 2022
Hybrid Far- and Near-Field Channel Estimation for THz Ultra-Massive MIMO via Fixed Point Networks Wentao Yu Yifei Shen Hengtao He Xianghao Yu Jun Zhang Khaled B. Letaief 32 29 0 10 May 2022
Online Distributed Evolutionary Optimization of Time Division Multiple Access Protocols Anil Yaman T. Lee Giovanni Iacca 18 4 0 27 Apr 2022
Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen Jun Zhang Shenghui Song Khaled B. Letaief GNN AI4CE 33 111 0 21 Mar 2022
Hybrid Neural Coded Modulation: Design and Training Methods S. Lim Jiyong Han Wonjong Noh Yujae Song Sang-Woon Jeon 32 5 0 04 Feb 2022
Knowledge Graph Based Waveform Recommendation: A New Communication Waveform Design Paradigm Wei Huang Tianfu Qi Yundi Guan Qihang Peng Jun Wang 19 1 0 24 Jan 2022
Learn to Communicate with Neural Calibration: Scalability and Generalization Yifan Ma Yifei Shen Xianghao Yu Jun Zhang S. H. Song Khaled B. Letaief 42 12 0 01 Oct 2021
HybridDeepRx: Deep Learning Receiver for High-EVM Signals Jaakko Pihlajasalo D. Korpi Mikko Honkala Janne M. J. Huttunen T. Riihonen J. Talvitie Alberto Brihuega M. Uusitalo M. Valkama 36 12 0 30 Jun 2021
Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classification Samer S. Hanna C. Dick D. Cabric 47 38 0 19 Jun 2021
Deep Learning-based Implicit CSI Feedback in Massive MIMO Muhan Chen Jiajia Guo Chao-Kai Wen Shi Jin Geoffrey Ye Li Ang Yang 27 62 0 21 May 2021
Reservoir Based Edge Training on RF Data To Deliver Intelligent and Efficient IoT Spectrum Sensors S. Kokalj-Filipovic P. Toliver William Johnson Rob Miller 24 2 0 01 Apr 2021
Phase Retrieval using Expectation Consistent Signal Recovery Algorithm based on Hypernetwork Chang-Jen Wang Chao-Kai Wen Shang-Ho S. Tsai Shi Jin Geoffrey Ye Li 27 5 0 12 Jan 2021
Physics-Based Deep Learning for Fiber-Optic Communication Systems Christian Hager H. Pfister 32 66 0 27 Oct 2020
mpNet: variable depth unfolded neural network for massive MIMO channel estimation Taha Yassine Luc Le Magoarou 18 25 0 07 Aug 2020
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles Yuxin Lu Peng Cheng Zhuo Chen W. Mow Yonghui Li Branka Vucetic 27 13 0 27 Jul 2020
DeepRx: Fully Convolutional Deep Learning Receiver Mikko Honkala D. Korpi Janne M. J. Huttunen 30 133 0 04 May 2020
A Compressive Sensing Approach for Federated Learning over Massive MIMO Communication Systems Yo-Seb Jeon M. Amiri Jun Li H. Vincent Poor 30 9 0 18 Mar 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection Nir Shlezinger Rong Fu Yonina C. Eldar 45 102 0 08 Feb 2020
Model-aided Deep Neural Network for Source Number Detection Yuwen Yang F. Gao Cheng Qian G. Liao 14 43 0 29 Sep 2019
Model-Driven Deep Learning for MIMO Detection Hengtao He Chao-Kai Wen Shi Jin Geoffrey Ye Li 13 18 0 22 Jul 2019
Deep Learning Based on Orthogonal Approximate Message Passing for CP-Free OFDM Jing Zhang Hengtao He Chao-Kai Wen Shi Jin Geoffrey Ye Li 20 26 0 04 May 2019
AI-Aided Online Adaptive OFDM Receiver: Design and Experimental Results Peiwen Jiang Tianqi Wang B. Han Xuanxuan Gao Jing Zhang Chao-Kai Wen Shi Jin Geoffrey Ye Li 27 33 0 17 Dec 2018
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,174 0 02 Feb 2017