New min-sum decoders based on deep learning for polar codes

B Dai, R Liu, Z Yan - 2018 IEEE International Workshop on …, 2018 - ieeexplore.ieee.org
In this paper, we propose two novel min-sum (MS) decoding algorithms based on deep
learning for polar codes, an offset min-sum (OMS) and a scaling offset min-sum (SOMS) …

Optimization and hardware implementation of learning assisted min-sum decoders for polar codes

N Lyu, B Dai, H Wang, Z Yan - Journal of Signal Processing Systems, 2020 - Springer
Polar codes have received a lot of attention due to their capacity-achieving performance and
low complexity. This paper proposes a novel scaling offset min-sum (SOMS) algorithm and …

Neural network aided SC decoder for polar codes

J Gao, R Liu - 2018 IEEE 4th International Conference on …, 2018 - ieeexplore.ieee.org
Theoretically, conventional decoders for polar codes can be entirely replaced by neural
network (NN) with enough size and enough training, which called NN decoder. But the …

Architecture optimizations for BP polar decoders

B Yuan, KK Parhi - … conference on acoustics, speech and signal …, 2013 - ieeexplore.ieee.org
Polar codes have emerged as important channel codes because of their capacity-achieving
property. For low-complexity polar decoding, hardware architectures for successive …

Generalized fast decoding of polar codes

C Condo, V Bioglio, I Land - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
Research on polar codes has been constantly gaining attention over the last decade, by
academia and industry alike, thanks to their capacity-achieving error-correction performance …

Simplified multi-bit SC list decoding for polar codes

J Han, R Liu, R Wang - 2016 IEEE International Conference on …, 2016 - ieeexplore.ieee.org
In this paper, we propose a simplified multi-bit successive cancellation list (SMSCL)
decoding method for polar codes. In the proposed SMSCL decoding, frozen bits are ignored …

Convolutional decoding of polar codes

A Fazeli, A Vardy, H Yao - 2019 IEEE International Symposium …, 2019 - ieeexplore.ieee.org
Polar coding has found its way into many realms in communications and information theory.
In most implementation setups, they are accompanied with the list successive cancellation …

Symbol-decision successive cancellation list decoder for polar codes

C Xiong, J Lin, Z Yan - IEEE Transactions on Signal Processing, 2015 - ieeexplore.ieee.org
Polar codes are of great interests because they provably achieve the symmetric capacity of
discrete memoryless channels with arbitrary input alphabet sizes while having an explicit …

Algorithm and architecture for hybrid decoding of polar codes

B Yuan, KK Parhi - 2014 48th Asilomar conference on signals …, 2014 - ieeexplore.ieee.org
Polar codes are the first provable capacity-achieving forward error correction (FEC) codes.
In general polar codes can be decoded via either successive cancellation (SC) or belief …

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

SA Hashemi, N Doan, T Tonnellier… - 2019 53rd Asilomar …, 2019 - ieeexplore.ieee.org
A deep-learning-aided successive-cancellation list (DL-SCL) decoding algorithm for polar
codes is introduced with deep-learning-aided successive-cancellation (DL-SC) decoding …