Deep learning methods for improved decoding of linear codes

E Nachmani, E Marciano, L Lugosch… - IEEE Journal of …, 2018 - ieeexplore.ieee.org
… We apply our method to different linear codes, BCH(63, 45), BCH(63, 36), BCH(127, 64)
and BCH(127, 99). In all experiments the results on the training, validation and test sets were …

Learning to decode linear codes using deep learning

E Nachmani, Y Be'ery… - 2016 54th Annual Allerton …, 2016 - ieeexplore.ieee.org
… In this work we applied deep learning techniques to improve the performance of the BP
algorithm. We showed that a “soft” Tanner graph can produce improvements when used in the …

Deep learning for decoding of linear codes-a syndrome-based approach

A Bennatan, Y Choukroun… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
deep neural networks (DNN) to soft decoding of linear codes at … in methods whose primary
components are neural networks. … application of deep learning to error correction coding. An …

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
… We propose training methods that discover novel non-linear codes when trained … -linear
codes improves significantly upon the baseline code it was built on (both RM and Polar codes) …

Deepcode: Feedback codes via deep learning

H Kim, Y Jiang, S Kannan, S Oh… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
codes are linear and linear codes are known to achieve capacity (without feedback) [10],
whereas [9] proposes an asymptotically optimal and nonlinear coding … or learning methodology

A Syndrome Based Decoding of Linear Codes Using Deep Learning Method

A Moradi, M Tahghighi Sharabyan - … Multimedia Processing and …, 2021 - impcs.zanjan.iau.ir
… In the last few years, in the encoding method of linear codes based on the syndrome equation,
methods based on deep learning are used to solve the equation of the symbol and also to …

Clcnet: Deep learning-based noise reduction for hearing aids using complex linear coding

H Schröter, T Rosenkranz… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
… framework based on a complex valued linear combination. Finally, we introduce a phase-aware,
parametric normalization method for complex spectrograms. We provide details of our …

On deep learning-based channel decoding

T Gruber, S Cammerer, J Hoydis… - 2017 51st annual …, 2017 - ieeexplore.ieee.org
… to maximum likelihood decoding (MLD) of linear block error-correcting codes (ECCs) [6]: an
… One can see that the length N is not crucial to learn a code by deep learning techniques. …

Deep learning-based decoding of constrained sequence codes

C Cao, D Li, I Fair - IEEE Journal on Selected Areas in …, 2019 - ieeexplore.ieee.org
deep learning-based ECC decoding. In [33], the authors proposed … neural network (RNN)-based
decoding for linear codes, … ’ery, “Deep learning methods for improved decoding of linear

Simplified deep-learning-based decoders for linear block codes

E Kavvousanos, V Paliouras… - 2018 25th IEEE …, 2018 - ieeexplore.ieee.org
Deep Learning has been proved a powerful method of solving … Lately, Deep Learning has
been adopted by an increasing … , "Learning to decode linear codes using deep learning," …