Semantic communications with discrete-time analog transmission: A PAPR perspective

Y Shao, D Gunduz - IEEE Wireless Communications Letters, 2022 - ieeexplore.ieee.org
Recent progress in deep learning (DL)-based joint source-channel coding (DeepJSCC) has
led to a new paradigm of semantic communications. Two salient features of DeepJSCC …

Reed-muller codes

E Abbe, O Sberlo, A Shpilka, M Ye - Foundations and Trends® …, 2023 - nowpublishers.com
Reed-Muller (RM) codes are among the oldest, simplest and perhaps most ubiquitous family
of codes. They are used in many areas of coding theory in both electrical engineering and …

Productae: Toward training larger channel codes based on neural product codes

MV Jamali, H Saber, H Hatami… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
There have been significant research activities in recent years to automate the design of
channel encoders and decoders via deep learning. Due the dimensionality challenge in …

Robust non-linear feedback coding via power-constrained deep learning

J Kim, T Kim, D Love, C Brinton - … Conference on Machine …, 2023 - proceedings.mlr.press
The design of codes for feedback-enabled communications has been a long-standing open
problem. Recent research on non-linear, deep learning-based coding schemes have …

Neural distributed source coding

J Whang, A Nagle, A Acharya, H Kim… - IEEE Journal on …, 2024 - ieeexplore.ieee.org
We consider the Distributed Source Coding (DSC) problem concerning the task of encoding
an input in the absence of correlated side information that is only available to the decoder …

Deeppolar: Inventing nonlinear large-kernel polar codes via deep learning

SA Hebbar, SK Ankireddy, H Kim, S Oh… - arXiv preprint arXiv …, 2024 - arxiv.org
Progress in designing channel codes has been driven by human ingenuity and, fittingly, has
been sporadic. Polar codes, developed on the foundation of Arikan's polarization kernel …

DCGAN-based symmetric encryption end-to-end communication systems

Y An, M Wang, L Chen, Z Ji - AEU-International Journal of Electronics and …, 2022 - Elsevier
In this article, we propose a symmetric encryption end-to-end communication system based
on deep convolutional generative adversarial networks to solve the security problem of …

Friendly Attacks to Improve Channel Coding Reliability

A Kurmukova, D Gunduz - Proceedings of the AAAI Conference on …, 2024 - ojs.aaai.org
This paper introduces a novel approach called" friendly attack" aimed at enhancing the
performance of error correction channel codes. Inspired by the concept of adversarial …

Learning-augmented streaming codes are approximately optimal for variable-size messages

M Rudow, KV Rashmi - 2022 IEEE International Symposium on …, 2022 - ieeexplore.ieee.org
Real-time streaming communication requires a high quality-of-service despite contending
with packet loss. Streaming codes are a class of codes best suited for this setting. A key …

CRISP: Curriculum based Sequential neural decoders for Polar code family

SA Hebbar, VV Nadkarni, AV Makkuva… - International …, 2023 - proceedings.mlr.press
Polar codes are widely used state-of-the-art codes for reliable communication that have
recently been included in the $5^{\text {th}} $ generation wireless standards ($5 $ G) …