Semantic communications based on adaptive generative models and information bottleneck

S Barbarossa, D Comminiello… - … Communications …, 2023 - ieeexplore.ieee.org
… we use generative models as the basic building block of a semantic communication system.
… on a broad class of generative models called generative latent variable models (GLVMs) [15]…

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
… • We propose a unified perspective of deep generative models in semantic communications
modeling, such as domain adaptation, modality translation rather than style transfer. In such …

Semantic change driven generative semantic communication framework

W Yang, Z Xiong, H Du, Y Yuan… - … Communications and …, 2024 - ieeexplore.ieee.org
semantic encoder with value of information based semantic … -assisted semantic decoder
that relies on received semanticadaptive interpolate block to resize the semantic map before …

Enhancing Semantic Communication with Deep Generative Models: An Overview

E Grassucci, Y Mitsufuji, P Zhang… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
… how deep generative models will significantly enhance semantic communication frameworks
in … novel research pathways for the next generative semantic communication frameworks. …

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
… -aware semantic communications framework with pre-trained generative models. The …
Modalities: For the transmission of the other semantic modalities, we adopt an adaptive MQAM …

Rethinking Multi-User Semantic Communications with Deep Generative Models

E Grassucci, J Choi, J Park, RF Gramaccioni… - arXiv preprint arXiv …, 2024 - arxiv.org
… information required to the generative model for regenerating the missing content. … user
semantic communication as an inverse problem and leverage the capabilities of diffusion models

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
… by extracting the hidden semantics from source data and then adapting the encoding bits to
the … GAN-based models [44]– [48] are featured by GAN which is a type of generative model

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

E Grassucci, Y Mitsufuji, P Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
… data, extracting and exploiting semantic information, and being … for the next generative
semantic communication frameworks. … , “Semantic communications based on adaptive generative

Large Generative Model Assisted 3D Semantic Communication

F Jiang, Y Peng, L Dong, K Wang, K Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
… present an Adaptive Semantic Compression Model (ASCM… semantic encoder with two
output heads to perform semantic encoding and mask redundant semantics in the latent semantic

Towards intelligent communications: Large model empowered semantic communications

H Xie, Z Qin, X Tao, Z Han - arXiv preprint arXiv:2402.13073, 2024 - arxiv.org
… inative model and the generative model. The … adaptive transmission in semantic communication
has two types: 1) learning-based and 2) theory-based. 1) The Learning-based Adaptive