Neural joint source-channel coding

K Choi, K Tatwawadi, A Grover… - International …, 2019 - proceedings.mlr.press
… To do so, we consider a flexible class of codes parameterized by a neural network and
jointly optimize for the encoding and decoding procedure. This approach is inspired by recent …

NECST: neural joint source-channel coding

K Choi, K Tatwawadi, T Weissman, S Ermon - 2018 - openreview.net
… To do so, we consider a flexible class of codes parameterized by a neural network and
jointly optimize for the encoding and decoding procedure. This approach is inspired by recent …

Deep joint source-channel coding for wireless image transmission

E Bourtsoulatze, DB Kurka… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
encoder and decoder functions by two convolutional neural … applications joint source and
channel coding (JSCC) is … near-optimal channel codes (eg LDPC, Turbo codes) are employed …

DeepJSCC-f: Deep Joint Source-Channel Coding of Images With Feedback

DB Kurka, D Gündüz - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
… Olshausen, “Joint source-channel coding with neural networks for analog data compression
and storage,” in 2018 Data Compression Conference, March 2018, pp. 147–156. [41] E. …

Infomax neural joint source-channel coding via adversarial bit flip

Y Song, M Xu, L Yu, H Zhou, S Shao, Y Yu - Proceedings of the AAAI …, 2020 - aaai.org
coding networks. In this paper, motivated by the inherent connections between neural joint
source-channel codingneural joint source-channel coding scheme. More specifically, on the …

Deep learning for joint source-channel coding of text

N Farsad, M Rao, A Goldsmith - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
… we develop a neural network architecture for joint sourcechannel coding of text. Our model
uses a … neural network (RNN) encoder, a binarization layer, the channel layer, and a decoder

Deepjscc-q: Channel input constrained deep joint source-channel coding

TY Tung, DB Kurka, M Jankowski… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
… combining the two coding steps, motivating the design of joint source-channel coding (JSCC) …
Recently, a method called DeepJSCC, which employs deep neural networks (DNNs) to …

OFDM-guided deep joint source channel coding for wireless multipath fading channels

M Yang, C Bian, HS Kim - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
… investigate joint source channel coding (JSCC) for wireless image transmission over multipath
fading channels… Yu, “Infomax neural joint source-channel coding via adversarial bit flip,” in …

Attention-based neural joint source-channel coding of text for point to point and broadcast channel

T Liu, X Chen - Artificial Intelligence Review, 2022 - Springer
channel and correlated texts over a broadcast channel. As the separate source-channel
coding principle no longer holds in such scenarios, we propose a joint source-channel coding

Deep joint source channel coding for wireless image transmission with OFDM

M Yang, C Bian, HS Kim - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
… [10] Yuxuan Song, Minkai Xu, Lantao Yu, Hao Zhou, Shuo Shao, and Yong Yu, “Infomax
neural joint source-channel coding via adversarial bit flip,” arXiv preprint arXiv:2004.01454, …