Joint coding-modulation for digital semantic communications via variational autoencoder

Y Bo, Y Duan, S Shao, M Tao - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic communications have emerged as a new paradigm for improving communication
efficiency by transmitting the semantic information of a source message that is most relevant …

Joint source-channel coding for channel-adaptive digital semantic communications

J Park, Y Oh, S Kim, YS Jeon - IEEE Transactions on Cognitive …, 2024 - ieeexplore.ieee.org
In this paper, we propose a novel joint source-channel coding (JSCC) approach for channel-
adaptive digital semantic communications. In semantic communication systems with digital …

Learning based joint coding-modulation for digital semantic communication systems

Y Bo, Y Duan, S Shao, M Tao - 2022 14th International …, 2022 - ieeexplore.ieee.org
In learning-based semantic communications, neural networks have replaced different
building blocks in traditional communication systems. However, the digital modulation still …

Robust semantic communications with masked VQ-VAE enabled codebook

Q Hu, G Zhang, Z Qin, Y Cai, G Yu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Although semantic communications have exhibited satisfactory performance on a large
number of tasks, the impact of semantic noise and the robustness of the systems have not …

Rethinking modern communication from semantic coding to semantic communication

K Lu, Q Zhou, R Li, Z Zhao, X Chen… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Modern communications are usually designed to pursue a higher bit-level precision and
fewer bits while transmitting a message. This article rethinks these two major features and …

Vector quantized semantic communication system

Q Fu, H Xie, Z Qin, G Slabaugh… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Although analog semantic communication systems have received considerable attention in
the literature, there is less work on digital semantic communication systems. In this letter, we …

Contrastive learning based semantic communications

S Tang, Q Yang, L Fan, X Lei… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Recently, there has been a growing interest in learning-based semantic communication
because it can prioritize the preservation of meaningful semantic information over the …

Improved nonlinear transform source-channel coding to catalyze semantic communications

S Wang, J Dai, X Qin, Z Si, K Niu… - IEEE Journal of Selected …, 2023 - ieeexplore.ieee.org
Recent deep learning methods have led to increased interest in solving high-efficiency end-
to-end transmission problems. These methods, we call nonlinear transform source-channel …

Robust semantic communications against semantic noise

Q Hu, G Zhang, Z Qin, Y Cai, G Yu… - 2022 IEEE 96th …, 2022 - ieeexplore.ieee.org
Although the semantic communications have exhibited satisfactory performance in a large
number of tasks, the impact of semantic noise and the robustness of the systems have not …

Adaptive bit rate control in semantic communication with incremental knowledge-based HARQ

Q Zhou, R Li, Z Zhao, Y Xiao… - IEEE Open Journal of the …, 2022 - ieeexplore.ieee.org
Semantic communication has witnessed a great progress with the development of natural
language processing (NLP) and deep learning (DL). Although existing semantic …