Deep source-channel coding for sentence semantic transmission with HARQ

P Jiang, CK Wen, S Jin, GY Li - IEEE transactions on …, 2022 - ieeexplore.ieee.org
… Abstract—Recently, semantic communication has been brought to the forefront because
deep learning (DL)-based methods, such as Transformer, have achieved great success in …

Deep learning methods for improved decoding of linear codes

E Nachmani, E Marciano, L Lugosch… - IEEE Journal of …, 2018 - ieeexplore.ieee.org
… application of deep learning methods to the problem of low complexity channel decoding. A
… To the best of the authors’ knowledge, our deep learning methodology constitutes the first …

Deep joint source-channel coding for multi-task network

M Wang, Z Zhang, J Li, M Ma… - IEEE Signal Processing …, 2021 - ieeexplore.ieee.org
… source coding and channel coding are two separate steps. Nowadays, joint sourcechannel
coding … Recently, the deep learning based joint source-channel coding method [14] has been …

Deep learning for polar codes over flat fading channels

A Irawan, G Witjaksono… - … Conference on Artificial …, 2019 - ieeexplore.ieee.org
… a severe degradation in channel coding gain. On … channel codes with more redundancy
or adding retransmission techniques, which increases the latency. Channel code with low code

Deep learning based MIMO communications

TJ O'Shea, T Erpek, TC Clancy - arXiv preprint arXiv:1707.07980, 2017 - arxiv.org
… of a Space Time Block Code (STBC) scheme for 2x1 system … end learning MIMO
communication system as a Deep Neural … for each channel entry and learn 2v discrete channel

Source coding based millimeter-wave channel estimation with deep learning based decoding

Y Shabara, E Ekici, CE Koksal - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… Further, in [18] we first introduced the idea of exploiting binary codes for tackling mmWave
channel estimation. In particular, we exploit the capability of error discovery of channel codes

Deep learning based wiretap coding via mutual information estimation

R Fritschek, RF Schaefer, G Wunder - … Security and Machine Learning, 2020 - dl.acm.org
learning, or mutual information estimation to overcome the need of a known channel model
… it to secure channel coding schemes by sampling the legitimate channel and additionally …

Turbo detection aided autoencoder for multicarrier wireless systems: Integrating deep learning into channel coded systems

C Xu, T Van Luong, L Xiang, S Sugiura… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… More explicitly, first of all, we design the MC-AE independently of both the channel coding
arrangement and of the channel model, where the output layer of the MC-AE decoder is …

Learning to decode linear codes using deep learning

E Nachmani, Y Be'ery… - 2016 54th Annual Allerton …, 2016 - ieeexplore.ieee.org
… Additionally, deep learning combined with reinforcement learning … for the outstanding results
of Deep Learning models: … Error correcting codes for channel coding are used in order to …

Deep learning in physical layer communications

Z Qin, H Ye, GY Li, BHF Juang - IEEE Wireless …, 2019 - ieeexplore.ieee.org
… -Channel Coding: Typical source coding mainly utilizes the sparse property to remove the
redundancy in source data while channel coding … that source coding and channel coding can …