… • We propose a unified perspective of deep generativemodels in semanticcommunications … modeling, such as domain adaptation, modality translation rather than style transfer. In such …
… semantic encoder with value of information based semantic … -assisted semantic decoder that relies on received semantic … adaptive interpolate block to resize the semantic map before …
… how deep generativemodels will significantly enhance semanticcommunication frameworks in … novel research pathways for the next generativesemanticcommunication frameworks. …
… -aware semanticcommunications framework with pre-trained generativemodels. The … Modalities: For the transmission of the other semantic modalities, we adopt an adaptive MQAM …
… information required to the generativemodel for regenerating the missing content. … user semanticcommunication as an inverse problem and leverage the capabilities of diffusion models …
… 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 generativemodel …
… data, extracting and exploiting semantic information, and being … for the next generative semanticcommunication frameworks. … , “Semanticcommunications based on adaptivegenerative …
F Jiang, Y Peng, L Dong, K Wang, K Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
… present an AdaptiveSemantic Compression Model (ASCM… semantic encoder with two output heads to perform semantic encoding and mask redundant semantics in the latent semantic …
… inative model and the generativemodel. The … adaptive transmission in semanticcommunication has two types: 1) learning-based and 2) theory-based. 1) The Learning-based Adaptive …