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 …

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 …

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 …

Low-Latency neural decoders for linear and non-linear block codes

CT Leung, RV Bhat, M Motani - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
We consider the design of efficient neural-network based algorithms, referred to as neural
decoders, for decoding linear and non-linear block codes, such as Hamming and constant …

[图书][B] Learning algorithms for error correction

LP Lugosch - 2018 - search.proquest.com
Channel coding enables reliable communication over unreliable, noisy channels: by
encoding messages with redundancy, it is possible to decode the messages in such a way …

NECST: neural joint source-channel coding

K Choi, K Tatwawadi, T Weissman, S Ermon - 2018 - openreview.net
For reliable transmission across a noisy communication channel, classical results from
information theory show that it is asymptotically optimal to separate out the source and …

ProductAE: Toward deep learning driven error-correction codes of large dimensions

MV Jamali, H Saber, H Hatami, JH Bae - arXiv preprint arXiv:2303.16424, 2023 - arxiv.org
While decades of theoretical research have led to the invention of several classes of error-
correction codes, the design of such codes is an extremely challenging task, mostly driven …

Adversarial neural networks for error correcting codes

HT Nguyen, S Bottone, KT Kim… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Error correcting codes are a fundamental component in modern day communication
systems, demanding extremely high throughput, ultra-reliability and low latency. Recent …

Learn codes: Inventing low-latency codes via recurrent neural networks

Y Jiang, H Kim, H Asnani, S Kannan… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
Designing channel codes under low-latency constraints is one of the most demanding
requirements in 5G standards. However, a sharp characterization of the performance of …

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 …