Generative ai-driven semantic communication networks: Architecture, technologies and applications

C Liang, H Du, Y Sun, D Niyato, J Kang, D Zhao… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative artificial intelligence (GAI) has emerged as a rapidly burgeoning field
demonstrating significant potential in creating diverse contents intelligently and …

Generative AI for semantic communication: Architecture, challenges, and outlook

L Xia, Y Sun, C Liang, L Zhang, MA Imran… - arXiv preprint arXiv …, 2023 - arxiv.org
Semantic communication (SemCom) is expected to be a core paradigm in future
communication networks, yielding significant benefits in terms of spectrum resource saving …

Enhancing Semantic Communication with Deep Generative Models--An ICASSP Special Session Overview

E Grassucci, Y Mitsufuji, P Zhang… - arXiv preprint arXiv …, 2023 - arxiv.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 …

Less data, more knowledge: Building next generation semantic communication networks

C Chaccour, W Saad, M Debbah… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Semantic communication is viewed as a revolutionary paradigm that can potentially
transform how we design and operate wireless communication systems. However, despite a …

A Wireless AI-Generated Content (AIGC) Provisioning Framework Empowered by Semantic Communication

R Cheng, Y Sun, D Niyato, L Zhang, L Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative AI applications are recently catering to a vast user base by creating diverse and
high-quality AI-generated content (AIGC). With the proliferation of mobile devices and rapid …

Neuro-symbolic causal reasoning meets signaling game for emergent semantic communications

CK Thomas, W Saad - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Semantic communication (SC) is an effective approach to communicate reliably with minimal
data transfer while simultaneously providing seamless connectivity. In this paper, a novel …

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 Al-aided Joint Training-free Secure Semantic Communications via Multi-modal Prompts

H Du, G Liu, D Niyato, J Zhang, J Kang… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Semantic communication (SemCom) holds promise for reducing network resource
consumption while achieving the communications goal. However, the computational …

Semantic communications: A new paradigm for networked intelligence

Y Zhang, F Wang, W Xu, C Liu - 2022 IEEE 32nd International …, 2022 - ieeexplore.ieee.org
Wireless communications are envisioned to shift from “connected things” to
“connected/networked intelligence”, which is featured by proliferating intelligent objects …

Generative AI Meets Semantic Communication: Evolution and Revolution of Communication Tasks

E Grassucci, J Park, S Barbarossa, SL Kim… - arXiv preprint arXiv …, 2024 - arxiv.org
While deep generative models are showing exciting abilities in computer vision and natural
language processing, their adoption in communication frameworks is still far …