Neural network decoders for linear block codes

JL Wu, YH Tseng, YM Huang - International Journal of …, 2002 - World Scientific
… class of neural networks suitable for the application of decoding error-correcting codes. The
… is shown to be able to decode a binary linear block code with at most 2m weights in each …

Neural net decoders for linear block codes

VN Dumachev, AN Kopylov, VV Butov - Вестник Южно-Уральского …, 2019 - cyberleninka.ru
… In this paper we use an analytic approach for constructing neural net decoders of matrix
codes. In Section 1 we consider neural net decoders which are built on the base of …

RNN decoding of linear block codes

E Nachmani, E Marciano, D Burshtein… - arXiv preprint arXiv …, 2017 - arxiv.org
decoding, despite the large example space. In this paper we introduce a recurrent neural
network architecture for decoding linear block codes. … to the feed-forward neural network with …

Neural net decoders for some block codes

J Yuan, CS Chen - IEE Proceedings I (Communications, Speech and …, 1990 - IET
… design the Hopfield net as an analogue decoder for the balanced codes. Balanced … decode
the (47, 24) quadratic residue code. Binary QR codes are believed to be one of the best code

Hyper-graph-network decoders for block codes

E Nachmani, L Wolf - Advances in Neural Information …, 2019 - proceedings.neurips.cc
… , by performing message passing with graph neural networks. The parameters of the sub-…
of algebraic block codes, from diverse families of codes (BCH, LDPC, Polar), the decoding

Low-Latency neural decoders for linear and non-linear block codes

CT Leung, RV Bhat, M Motani - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
… , we design neural decoders for the nonlinear block codes. … weight codes (CWC), a class of
non-linear block codes in which … code is represented as CWC (n, d, w), where n is the block

Block-parallel decoding of convolutional codes using neural network decoders

V Sagar, GM Jacyna, H Szu - Neurocomputing, 1994 - Elsevier
… trained and supervised neural network is proposed to decode convolutional codes one block
at a … finite-state machine and Viterbi decoder performs maximum likelihood decoding. In the …

Multi-label neural decoders for block codes

CT Leung, RV Bhat, M Motani - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
… for specific codes. In terms … neural decoder grows linearly with k. 2) We study of the
performance of the proposed multilabel neural decoder for decoding non-concatenated block codes

Learning Linear Block Error Correction Codes

Y Choukroun, L Wolf - arXiv preprint arXiv:2405.04050, 2024 - arxiv.org
decoder outperforms existing neural decoding on conventional codes, (ii) the suggested
framework generates codes that … codes, and (iii) the codes we developed not only excel with our …

Learn codes: Inventing low-latency codes via recurrent neural networks

Y Jiang, H Kim, H Asnani, S Kannan… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
… architectures are based on RNNs, we introduce a new block in the decoder architecture
so that the decoder can satisfy the extreme low latency constraint. We show that LEARN …