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Deep Learning-Aided Trainable Projected Gradient Decoding for LDPC Codes

Published in arXiv (Cornell University) • Jan 15, 2019
NobleIDNI4P44W84R69S31
Authors:
Tadashi Wadayama
,
Satoshi Takabe

Abstract

We present a novel optimization-based decoding algorithm for LDPC codes that is suitable for hardware architectures specialized to feed-forward neural networks. The algorithm is based on the projected gradient descent algorithm with a penalty function for solving a non-convex minimization problem. T...

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