Semantic Communication Meets Edge Intelligence
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Abstract (arXiv)
The development of emerging applications, such as autonomous transportation systems, are expected to result in an explosive growth in mobile data traffic. As the available spectrum resource becomes more and more scarce, there is a growing need for a paradigm shift from Shannon's Classical Information Theory (CIT) to semantic communication (SemCom). Specifically, the former adopts a "transmit-before-understanding" approach while the latter leverages artificial intelligence (AI) techniques to "understand-before-transmit", thereby alleviating bandwidth pressure by reducing the amount of data to be exchanged without negating the semantic effectiveness of the transmitted symbols. However, the semantic extraction (SE) procedure incurs costly computation and storage overheads. In this article, we introduce an edge-driven training, maintenance, and execution of SE. We further investigate how edge intelligence can be enhanced with SemCom through improving the generalization capabilities of intelligent agents at lower computation overheads and reducing the communication overhead of information exchange. Finally, we present a case study involving semantic-aware resource optimization for the wireless powered Internet of Things (IoT).
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Feb 2022.
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Citing papers per year: 2022: 3; 2023: 6; 2024: 5; 2025: 5; 2026: 1.
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- 2024Mobile Edge Intelligence for Large Language Models: A Contemporary Surveycited by 125
- 2023Large Language Model Enhanced Multi-Agent Systems for 6G Communicationscited by 53
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
- 2022Curriculum Learning for Goal-Oriented Semantic Communications with a Common Languagecited by 13
- 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Artcited by 13
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systemscited by 10
- 2022Semantics-Empowered Communication: A Tutorial-cum-Surveycited by 8
- 2023Semantic Communications for Artificial Intelligence Generated Content (AIGC) Toward Effective Content Creationcited by 8
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmissioncited by 6
- 2023Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semanticscited by 5
- 2023Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunitiescited by 5
- 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networkscited by 5
8 more
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunitiescited by 4
- 2024Semantic Revolution from Communications to Orchestration for 6G: Challenges, Enablers, and Research Directionscited by 4
- 2022Economics of Semantic Communication System: An Auction Approachcited by 2
- 2024TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservationcited by 2
- 2025Diffusion-aided Task-oriented Semantic Communications with Model Inversion Attackcited by 1
- 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Imagescited by 1
- 2025Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communicationscited by 1
- 2026Communication-Efficient Multi-Modal Edge Inference via Uncertainty-Aware Distributed Learningcited by 0
- 2026Communication-Efficient Multi-Modal Edge Inference via Uncertainty-Aware Distributed Learning21 Jan 2026
- 2025Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communications11 Nov 2025
- 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
- 2025Diffusion-aided Task-oriented Semantic Communications with Model Inversion Attack24 Jun 2025
- 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks5 May 2025
- 2024TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation9 Nov 2024
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmission8 Aug 2024
- 2024Mobile Edge Intelligence for Large Language Models: A Contemporary Survey9 Jul 2024
- 2024Semantic Revolution from Communications to Orchestration for 6G: Challenges, Enablers, and Research Directions24 Jun 2024
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learning11 Jun 2024
- 2023Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities22 Dec 2023
8 more
- 2023Large Language Model Enhanced Multi-Agent Systems for 6G Communications13 Dec 2023
- 2023Semantic Communications for Artificial Intelligence Generated Content (AIGC) Toward Effective Content Creation9 Aug 2023
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunities13 Jul 2023
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systems19 Apr 2023
- 2023Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics3 Jan 2023
- 2022Semantics-Empowered Communication: A Tutorial-cum-Survey16 Dec 2022
- 2022Economics of Semantic Communication System: An Auction Approach2 Aug 2022
- 2022Curriculum Learning for Goal-Oriented Semantic Communications with a Common Language21 Apr 2022
- 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Artcited by 13
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systemscited by 10
- 2025Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communicationscited by 1
- 2025Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communications11 Nov 2025
- 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Art22 Jul 2025
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systems19 Apr 2023
- 2024Mobile Edge Intelligence for Large Language Models: A Contemporary Surveycited by 125
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
- 2022Curriculum Learning for Goal-Oriented Semantic Communications with a Common Languagecited by 13
- 2022Semantics-Empowered Communication: A Tutorial-cum-Surveycited by 8
- 2023Semantic Communications for Artificial Intelligence Generated Content (AIGC) Toward Effective Content Creationcited by 8
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmissioncited by 6
- 2023Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semanticscited by 5
- 2023Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunitiescited by 5
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunitiescited by 4
- 2024Semantic Revolution from Communications to Orchestration for 6G: Challenges, Enablers, and Research Directionscited by 4
- 2022Economics of Semantic Communication System: An Auction Approachcited by 2
- 2024TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservationcited by 2
12 most cited of 15 All 15 (JSON)
- 2026Communication-Efficient Multi-Modal Edge Inference via Uncertainty-Aware Distributed Learning21 Jan 2026
- 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Images24 Jun 2025
- 2025Diffusion-aided Task-oriented Semantic Communications with Model Inversion Attack24 Jun 2025
- 2024TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation9 Nov 2024
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmission8 Aug 2024
- 2024Mobile Edge Intelligence for Large Language Models: A Contemporary Survey9 Jul 2024
- 2024Semantic Revolution from Communications to Orchestration for 6G: Challenges, Enablers, and Research Directions24 Jun 2024
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learning11 Jun 2024
- 2023Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities22 Dec 2023
- 2023Semantic Communications for Artificial Intelligence Generated Content (AIGC) Toward Effective Content Creation9 Aug 2023
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunities13 Jul 2023
- 2023Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics3 Jan 2023
12 newest of 15 All 15 (JSON)