A Wireless AI-Generated Content (AIGC) Provisioning Framework Empowered by Semantic Communication
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Abstract (arXiv)
With the significant advances in AI-generated content (AIGC) and the proliferation of mobile devices, providing high-quality AIGC services via wireless networks is becoming the future direction. However, the primary challenges of AIGC services provisioning in wireless networks lie in unstable channels, limited bandwidth resources, and unevenly distributed computational resources. To this end, this paper proposes a semantic communication (SemCom)-empowered AIGC (SemAIGC) generation and transmission framework, where only semantic information of the content rather than all the binary bits should be generated and transmitted by using SemCom. Specifically, SemAIGC integrates diffusion models within the semantic encoder and decoder to design a workload-adjustable transceiver thereby allowing adjustment of computational resource utilization in edge and local. In addition, a Resource-aware wOrklOad Trade-off (ROOT) scheme is devised to intelligently make workload adaptation decisions for the transceiver, thus efficiently generating, transmitting, and fine-tuning content as per dynamic wireless channel conditions and service requirements. Simulations verify the superiority of our proposed SemAIGC framework in terms of latency and content quality compared to conventional approaches.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). Builds on 29 of its 46 references that are in the map. First posted on arXiv 26 Oct 2023.
Builds on
29 of 46 references.
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17 more
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Built on by
Citing papers per year: 2023: 1; 2024: 1; 2025: 4; 2026: 2.
8 papers.
- 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Artcited by 14
- 2024Semantic Successive Refinement: A Generative AI-aided Semantic Communication Frameworkcited by 9
- 2025Chain-of-Trust: A Progressive Trust Evaluation Framework Enabled by Generative AIcited by 5
- 2023A Survey of Blockchain, Artificial Intelligence, and Edge Computing for Web 3.0cited by 1
- 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Imagescited by 1
- 2025Intelligent Mobile AI-Generated Content Services via Interactive Prompt Engineering and Dynamic Service Provisioningcited by 0
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applicationscited by 0
- 2026Toward Semantic Communication for Real-time Mobile 3D Reconstructioncited by 0
- 2026Toward Semantic Communication for Real-time Mobile 3D Reconstruction17 Jul 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
- 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Art22 Jul 2025
- 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Images24 Jun 2025
- 2025Chain-of-Trust: A Progressive Trust Evaluation Framework Enabled by Generative AI20 Jun 2025
- 2025Intelligent Mobile AI-Generated Content Services via Interactive Prompt Engineering and Dynamic Service Provisioning17 Feb 2025
- 2024Semantic Successive Refinement: A Generative AI-aided Semantic Communication Framework31 Jul 2024
- 2023A Survey of Blockchain, Artificial Intelligence, and Edge Computing for Web 3.022 Nov 2023
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- 2025Multi-Task Semantic Communications via Large Models
- 2023Offloading and Quality Control for AI Generated Content Services in 6G Mobile Edge Computing Networks
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