Learning to Decode Protograph LDPC Codes
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DOI: 10.1109/jsac.2021.3078488
Abstract: The recent development of deep learning methods provides a new approach to optimize the belief propagation (BP) decoding of linear codes. However, the limitation of existing works is that the scale of neural networks increases… read more here.
Keywords: ldpc codes; neural decoder; protograph ldpc;
MIND: Maximum Mutual Information Based Neural Decoder
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2022.3207379
Abstract: We are assisting at a growing interest in the development of learning architectures with application to digital communication systems. Herein, we consider the detection/decoding problem. We aim at developing an optimal neural architecture for such… read more here.
Keywords: information; mutual information; neural decoder; mind maximum ... See more keywords