Semantic Communications for Artificial Intelligence Generated Content (AIGC) Toward Effective Content Creation
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Abstract (arXiv)
Artificial Intelligence Generated Content (AIGC) Services have significant potential in digital content creation. The distinctive abilities of AIGC, such as content generation based on minimal input, hold huge potential, especially when integrating with semantic communication (SemCom). In this paper, a novel comprehensive conceptual model for the integration of AIGC and SemCom is developed. Particularly, a content generation level is introduced on top of the semantic level that provides a clear outline of how AIGC and SemCom interact with each other to produce meaningful and effective content. Moreover, a novel framework that employs AIGC technology is proposed as an encoder and decoder for semantic information, considering the joint optimization of semantic extraction and evaluation metrics tailored to AIGC services. The framework can adapt to different types of content generated, the required quality, and the semantic information utilized. By employing a Deep Q Network (DQN), a case study is presented that provides useful insights into the feasibility of the optimization problem and its convergence characteristics.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). Builds on 14 of its 18 references that are in the map. First posted on arXiv 9 Aug 2023.
Builds on
14 of 18 references.
References · 14
- 2021LoRA: Low-Rank Adaptation of Large Language Modelscited by 14,380
- 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,503
- 2021Zero-Shot Text-to-Image Generationcited by 4,288
- 2015Holistically-Nested Edge Detectioncited by 592
- 2023A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPTcited by 368
- 2022VQGAN-CLIP: Open Domain Image Generation and Editing with Natural Language Guidancecited by 285
- 2023A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPTcited by 224
- 2022Semantic Communication Meets Edge Intelligencecited by 21
- 2023Enabling AI-Generated Content (AIGC) Services in Wireless Edge Networkscited by 21
- 2020Evaluation Metrics for Conditional Image Generationcited by 19
- 2023Learning to Evaluate the Artness of AI-generated Imagescited by 10
- 2023A Unified Framework for Integrating Semantic Communication and AI-Generated Content in Metaversecited by 10
2 more
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Citing papers per year: 2023: 3; 2024: 1; 2025: 4.
8 papers.
- 2024Semantic Successive Refinement: A Generative AI-aided Semantic Communication Frameworkcited by 9
- 2023A Wireless AI-Generated Content (AIGC) Provisioning Framework Empowered by Semantic Communicationcited by 8
- 2023Generative AI-aided Joint Training-free Secure Semantic Communications via Multi-modal Promptscited by 7
- 2025Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perceptioncited by 4
- 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
- 2025SecDiff: Diffusion-Aided Secure Deep Joint Source-Channel Coding Against Adversarial Attackscited by 1
- 2025Strategic Prompt Pricing for AIGC Services: A User-Centric Approachcited by 0
- 2025SecDiff: Diffusion-Aided Secure Deep Joint Source-Channel Coding Against Adversarial Attacks3 Nov 2025
- 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Images24 Jun 2025
- 2025Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perception29 May 2025
- 2025Strategic Prompt Pricing for AIGC Services: A User-Centric Approach23 Mar 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
- 2023A Wireless AI-Generated Content (AIGC) Provisioning Framework Empowered by Semantic Communication26 Oct 2023
- 2023Generative AI-aided Joint Training-free Secure Semantic Communications via Multi-modal Prompts5 Sep 2023