Overview This project implements a decoder for quantum LDPC codes using a combination of Graph Neural Networks (GNN) for feature extraction and Reinforcement Learning (RL) with Proximal Policy ...

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In this letter, we present an improved ternary message passing (TMP) decoding scheme designed for the high-rate regular low-density parity-check (LDPC) codes, which are widely used in storage systems.

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Abstract: This work presents Lower-Density Parity-Check (LDPC) decoder that is distinguished by its low complexity and highest throughput to fulfil the highest data rate of needs of laser ...