Beyond deep reinforcement learning: A tutorial on generative diffusion models in network optimization

H Du, R Zhang, Y Liu, J Wang, Y Lin, Z Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative Diffusion Models (GDMs) have emerged as a transformative force in the realm of
Generative Artificial Intelligence (GAI), demonstrating their versatility and efficacy across a …

Machine learning for large-scale optimization in 6g wireless networks

Y Shi, L Lian, Y Shi, Z Wang, Y Zhou… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The sixth generation (6G) wireless systems are envisioned to enable the paradigm shift from
“connected things” to “connected intelligence”, featured by ultra high density, large-scale …

Towards ubiquitous semantic metaverse: Challenges, approaches, and opportunities

K Li, BPL Lau, X Yuan, W Ni… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
In recent years, ubiquitous semantic Metaverse has been studied to revolutionize immersive
cyber-virtual experiences for augmented reality (AR) and virtual reality (VR) users, which …

Semantics-empowered communications: A tutorial-cum-survey

Z Lu, R Li, K Lu, X Chen, E Hossain… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Along with the springing up of the semantics-empowered communication (SemCom)
research, it is now witnessing an unprecedentedly growing interest towards a wide range of …

YOLO-based semantic communication with generative AI-aided resource allocation for digital twins construction

B Du, H Du, H Liu, D Niyato, P Xin, J Yu… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Digital Twins play a crucial role in bridging the physical and virtual worlds. Given the
dynamic and evolving characteristics of the physical world, a huge volume of data …

Wireless end-to-end image transmission system using semantic communications

MU Lokumarambage, VSS Gowrisetty, H Rezaei… - IEEE …, 2023 - ieeexplore.ieee.org
Semantic communication is considered the future of mobile communication, which aims to
transmit data beyond Shannon's theorem of communications by transmitting the semantic …

Imitation learning-based implicit semantic-aware communication networks: Multi-layer representation and collaborative reasoning

Y Xiao, Z Sun, G Shi, D Niyato - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Semantic communication has recently attracted significant interest from both industry and
academia due to its potential to transform the existing data-focused communication …

Generative AI in mobile networks: a survey

A Karapantelakis, P Alizadeh, A Alabassi, K Dey… - Annals of …, 2024 - Springer
This paper provides a comprehensive review of recent challenges and results in the field of
generative AI with application to mobile telecommunications networks. The objective is to …

Understand-before-talk (UBT): A semantic communication approach to 6G networks

SR Pokhrel, J Choi - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
In Shannon theory, semantic aspects of communication were identified but considered
irrelevant to the technical communication problems. Semantic communication (SC) …

A unified framework for integrating semantic communication and ai-generated content in metaverse

Y Lin, Z Gao, H Du, D Niyato, J Kang… - IEEE …, 2023 - ieeexplore.ieee.org
As the Metaverse continues to grow, the need for efficient communication and intelligent
content generation becomes increasingly important. Semantic communication focuses on …