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 …

DeepIC: Coding for interference channels via deep learning

K Chahine, N Ye, H Kim - 2021 IEEE Global Communications …, 2021 - ieeexplore.ieee.org
… , deep learning based approach for designing channel codes … Several work also explored
applying deep learning to design … [9] proposes an adaptive deep learning algorithm for multi-…

Deep learning based decoding for polar codes in Markov Gaussian memory impulse noise channels

SM Tseng, WC Hsu, DF Tseng - Wireless Personal Communications, 2022 - Springer
… It, concatenated with Cyclic Redundancy Check (CRC), is adopted as the channel code
of the 5G control channel [2]. Its decoding methods include Successive Cancellation (SC) [1], …

DeepRx: Fully convolutional deep learning receiver

M Honkala, D Korpi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… compatible with the channel coding used in 5G systems. Using 3GPP-defined channel
models, … We also show that the high performance can likely be attributed to DeepRx learning to …

Inventing codes for channels with active feedback via deep learning

K Chahine, R Mishra, H Kim - IEEE Journal on Selected Areas …, 2022 - ieeexplore.ieee.org
… feedback, where no coding is allowed over the feedback channel. The previously described
… ) can be regarded as a Joint Source Channel Coding (JSCC) problem with side information …

Deep joint source-channel coding for wireless image retrieval

M Jankowski, D Gündüz… - ICASSP 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
… In general, the optimal compression and channel coding rates depend on the … of the channel
code. To simplify this task, we assume capacity-achieving channel codes over the channel, …

Ko codes: inventing nonlinear encoding and decoding for reliable wireless communication via deep-learning

AV Makkuva, X Liu, MV Jamali… - … Machine Learning, 2021 - proceedings.mlr.press
… A fundamental question in machine learning for channel coding is thus: how do we design
architectures for our neural encoders and decoders that give the appropriate inductive bias? …

Scaling deep learning-based decoding of polar codes via partitioning

S Cammerer, T Gruber, J Hoydis… - … 2017-2017 IEEE global …, 2017 - ieeexplore.ieee.org
… As opposed to other random-like channel codes with closeto-capacity performance, polar
codes exhibit a very regular (algebraic) structure. It is instructive to realize that the encoding …

Deep learning-based decoding of constrained sequence codes

C Cao, D Li, I Fair - IEEE Journal on Selected Areas in …, 2019 - ieeexplore.ieee.org
… We observed during experimentation that, different from the prior-art (and Section III in
this paper) that employs deep learning for channel decoding where the DNNs are trained at …

Deep learning for fading channel prediction

W Jiang, HD Schotten - IEEE Open Journal of the …, 2020 - ieeexplore.ieee.org
Channel state information (CSI), which enables wireless systems to adapt their transmission
parameters to instantaneous channel … Numerical results reveal that deep learning brings a …