VQ-VAE empowered wireless communication for joint source-channel coding and beyond

M Nemati, J Park, J Choi - GLOBECOM 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Vector Quantized Variational Autoencoder (VQ-VAE) has shown promise in representing
diverse and complex data distributions in deep learning, making it a potential solution for …

Self-Critical Alternate Learning based Semantic Broadcast Communication

Z Lu, R Li, M Lei, C Wang, Z Zhao, H Zhang - arXiv preprint arXiv …, 2023 - arxiv.org
Semantic communication (SemCom) has been deemed as a promising communication
paradigm to break through the bottleneck of traditional communications. Nonetheless, most …

Knowledge-aware semantic communication system design and data allocation

S Kadam, DI Kim - IEEE Transactions on Vehicular Technology, 2023 - ieeexplore.ieee.org
The recent emergence of 6G raises the challenge of increasing the transmission data rate
even further in order to overcome the Shannon limit. Traditional communication methods fall …

Semantically-Disentangled Progressive Image Compression for Deep Space Communications: Exploring the Ultra-low Rate Regime

W Zhang, Y Liu, L Chen, J Shi, X Hong… - IEEE Journal on …, 2024 - ieeexplore.ieee.org
While sensing imagery in space missions has broad applications, the growing image
resolution and data volume have caused a major challenge due to limited deep space …

多模态语义通信研究综述

秦志金, 赵菼菼, 李凡, 陶晓明 - 通信学报, 2023 - infocomm-journal.com
随着人工智能与通信的交叉融合, 文本, 图像, 音频, 视频等多模态数据处理技术蓬勃发展,
模态语义的共享维度被深度挖掘, 多模态语义信息的高度抽象, 智能简约等特性被充分利用 …

CSM-HR: An Automatic Context Reasoning Framework for Interoperable Intelligent Systems and Privacy Protection

S Yue, X Hong, RK Smith - arXiv preprint arXiv:2308.11066, 2023 - arxiv.org
Automation of High-Level Context (HLC) reasoning for intelligent systems at scale is
imperative due to the unceasing accumulation of contextual data in the IoT era, the trend of …

A Survey on Semantic Communication Networks: Architecture, Security, and Privacy

S Guo, Y Wang, N Zhang, Z Su, TH Luan, Z Tian… - arXiv preprint arXiv …, 2024 - arxiv.org
Semantic communication, emerging as a breakthrough beyond the classical Shannon
paradigm, aims to convey the essential meaning of source data rather than merely focusing …

A survey on integrated computing, caching, and communication in the cloud-to-edge continuum

A Maia, A Boutouchent, Y Kardjadja, M Gherari… - Computer …, 2024 - Elsevier
Cloud and edge computing have proposed different functionalities to enable multiple
applications requiring different communication, computing, and caching (3C) resources. The …

Semantic-native communication: A simplicial complex perspective

Q Zhao, M Bennis, M Debbah… - 2022 IEEE Globecom …, 2022 - ieeexplore.ieee.org
Semantic communication enables intelligent agents to extract meaning (or semantics) of
information via interaction, to carry out collaborative tasks. In this paper, we study semantic …

Adversarial Learning for Implicit Semantic-Aware Communications

Z Lu, Y Xiao, Z Sun, Y Li, G Shi, X Chen… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Semantic communication is a novel communication paradigm that focuses on recognizing
and delivering the desired meaning of messages to the destination users. Most existing …