Deep learning-aided trainable projected gradient decoding for LDPC codes

T Wadayama, S Takabe - 2019 IEEE International Symposium …, 2019 - ieeexplore.ieee.org
… is a composition of a linear combination of received symbols … In this paper, we use a standard
tool set of deep learning (DL… Lin, “Soft-decision decoding of linear block codes based on …

[PDF][PDF] Joint source-channel coding of images with (not very) deep learning

D Burth Kurka, D Gündüz - International Zurich Seminar …, 2020 - research-collection.ethz.ch
… of image transmission and can learn strictly from data in an … in machine learning through
the use of deep learning (DL) … decoding of linear codes,” IEEE Journal of Selected Topics …

Recent Advances in Deep Learning for Channel Coding: A Survey

T Matsumine, H Ochiai - arXiv preprint arXiv:2406.19664, 2024 - arxiv.org
… Meanwhile, in [223], the authors employed DDPM [173] for soft decoding of linear codes
with arbitrary block lengths. Their framework models the transmission over the AWGN channel …

DeepSHARQ: hybrid error coding using deep learning

P Gil Pereira, K Vogelgesang, M Miodek… - Journal of Reliable …, 2023 - Springer
… of the block length is possible with windowed Random Linear Codes (RLC), which evenly
distribute the parity packets over the source packets. RLC codes have proved to reduce the in-…

Recognition of error correcting codes based on CNN with block mechanism and embedding

S Li, J Zhou, Z Huang, X Hu - Digital Signal Processing, 2021 - Elsevier
… technique based on a deep learning approach is proposed in … ] for linear codes decoding
and Cammerer [16] for polar codes … modulation formats based on deep learning. One primary …

Deep-learning-aided successive-cancellation decoding of polar codes

SA Hashemi, N Doan, T Tonnellier… - 2019 53rd Asilomar …, 2019 - ieeexplore.ieee.org
… Motivated by recent developments that exploit deep learning (DL) to decode polar codes [9]–[13], …
Beery, “Deep learning methods for improved decoding of linear codes,” IEEE J. of Sel. …

Deep learning using robust interdependent codes

H Larochelle, D Erhan… - Artificial Intelligence and …, 2009 - proceedings.mlr.press
… to learn a more complex non-linear … for deep learning by comparing it with two other greedy
modules: basic denoising autoencoders and RBMs. For each type of greedy module, deep

Deep neural network based decoding of short 5G LDPC codes

K Andreev, A Frolov, G Svistunov… - 2021 XVII International …, 2021 - ieeexplore.ieee.org
… , “Scaling deep learning-based decoding of polar codes via … Kisilev, “Deep learning for
decoding of linear codes - a … Brink, “On deep learning-based channel decoding,” in 2017 …

Run-time deep learning enhanced fast coding unit decision for high efficiency video coding

X Li, N Gong - Journal of Circuits, Systems and Computers, 2020 - World Scientific
… the deep learning technique into HEVC encoding and develop a run-time deep learning-based …
reduce computational complexity with a negligible degradation in the coding e±ciency. …

Deep learning based MIMO communications

TJ O'Shea, T Erpek, TC Clancy - arXiv preprint arXiv:1707.07980, 2017 - arxiv.org
… and exceed the performance of the conventional linear-precoding based closed-loop single
… Next, we developed a Deep NN model that uses the CSI at the transmitter during training. …