Error correction code transformer

Y Choukroun, L Wolf - Advances in Neural Information …, 2022 - proceedings.neurips.cc
Error correction code is a major part of the physical communication layer, ensuring the
reliable transfer of data over noisy channels. Recently, neural decoders were shown to …

Boosting learning for LDPC codes to improve the error-floor performance

HY Kwak, DY Yun, Y Kim, SH Kim… - Advances in Neural …, 2023 - proceedings.neurips.cc
Low-density parity-check (LDPC) codes have been successfully commercialized in
communication systems due to their strong error correction capabilities and simple decoding …

Denoising diffusion error correction codes

Y Choukroun, L Wolf - arXiv preprint arXiv:2209.13533, 2022 - arxiv.org
Error correction code (ECC) is an integral part of the physical communication layer, ensuring
reliable data transfer over noisy channels. Recently, neural decoders have demonstrated …

A foundation model for error correction codes

Y Choukroun, L Wolf - The Twelfth International Conference on …, 2024 - openreview.net
In recent years, Artificial Intelligence has undergone a paradigm shift with the rise of
foundation models, which are trained on large amounts of data, typically in a self-supervised …

Learning Linear Block Error Correction Codes

Y Choukroun, L Wolf - arXiv preprint arXiv:2405.04050, 2024 - arxiv.org
Error correction codes are a crucial part of the physical communication layer, ensuring the
reliable transfer of data over noisy channels. The design of optimal linear block codes …

Recent Advances in Deep Learning for Channel Coding: A Survey

T Matsumine, H Ochiai - arXiv preprint arXiv:2406.19664, 2024 - arxiv.org
This paper provides a comprehensive survey on recent advances in deep learning (DL)
techniques for the channel coding problems. Inspired by the recent successes of DL in a …

Factor Graph Optimization of Error-Correcting Codes for Belief Propagation Decoding

Y Choukroun, L Wolf - arXiv preprint arXiv:2406.12900, 2024 - arxiv.org
The design of optimal linear block codes capable of being efficiently decoded is of major
concern, especially for short block lengths. As near capacity-approaching codes, Low …

How to mask in error correction code transformer: Systematic and double masking

SJ Park, HY Kwak, SH Kim, S Kim, Y Kim… - arXiv preprint arXiv …, 2023 - arxiv.org
In communication and storage systems, error correction codes (ECCs) are pivotal in
ensuring data reliability. As deep learning's applicability has broadened across diverse …

[HTML][HTML] Hybrid neural coded modulation: Design and training methods

SH Lim, J Han, W Noh, Y Song, SW Jeon - ICT Express, 2022 - Elsevier
We propose a hybrid coded modulation scheme which composes of inner and outer codes.
The outer-code can be any standard binary linear code with efficient soft decoding capability …