Semantic change driven generative semantic communication framework

W Yang, Z Xiong, H Du, Y Yuan… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
The burgeoning generative artificial intelligence technology offers novel insights into the
development of semantic communication (SemCom) frameworks. These frameworks hold …

Agent-driven Generative Semantic Communication for Remote Surveillance

W Yang, Z Xiong, Y Yuan, W Jiang, TQS Quek… - arXiv preprint arXiv …, 2024 - arxiv.org
In the era of 6G, featuring compelling visions of intelligent transportation system, digital
twins, remote surveillance is poised to become a ubiquitous practice. The substantial data …

Deep learning-empowered semantic communication systems with a shared knowledge base

P Yi, Y Cao, X Kang, YC Liang - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Deep learning-empowered semantic communication is regarded as a promising candidate
for future 6G networks. Although existing semantic communication systems have achieved …

Personalized Federated Learning for Generative AI-Assisted Semantic Communications

Y Peng, F Jiang, L Dong, K Wang, K Yang - arXiv preprint arXiv …, 2024 - arxiv.org
Semantic Communication (SC) focuses on transmitting only the semantic information rather
than the raw data. This approach offers an efficient solution to the issue of spectrum …

Wireless semantic transmission via revising modules in conventional communications

P Jiang, CK Wen, S Jin, GY Li - IEEE Wireless Communications, 2023 - ieeexplore.ieee.org
Semantic communication has become a widely researched area due to its high spectrum
efficiency and error correction capabilities. Some studies used deep learning to extract …

Semantic Successive Refinement: A Generative AI-aided Semantic Communication Framework

K Zhang, L Li, W Lin, Y Yan, R Li, W Cheng… - arXiv preprint arXiv …, 2024 - arxiv.org
Semantic Communication (SC) is an emerging technology aiming to surpass the Shannon
limit. Traditional SC strategies often minimize signal distortion between the original and …

Enhancing Semantic Communication with Deep Generative Models: An Overview

E Grassucci, Y Mitsufuji, P Zhang… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Semantic communication is poised to play a pivotal role in shaping the landscape of future
AI-driven communication systems. Its challenge of extracting semantic information from the …

Latency-Aware Generative Semantic Communications with Pre-Trained Diffusion Models

L Qiao, MB Mashhadi, Z Gao, CH Foh, P Xiao… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative foundation AI models have recently shown great success in synthesizing natural
signals with high perceptual quality using only textual prompts and conditioning signals to …

Large AI model empowered multimodal semantic communications

F Jiang, L Dong, Y Peng, K Wang… - IEEE …, 2024 - ieeexplore.ieee.org
Multimodal signals, including text, audio, image, and video, can be integrated into semantic
communication (SC) systems to provide an immersive experience with low latency and high …

A generalized semantic communication system: From sources to channels

Z Qin, F Gao, B Lin, X Tao, G Liu… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Semantic communication is regarded as the breakthrough beyond the Shannon paradigm,
which transmits the semantic information only to improve the communication efficiency …