A Survey on Semantic Communications for Intelligent Wireless Networks
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Abstract (arXiv)
With deployment of 6G technology, it is envisioned that competitive edge of wireless networks will be sustained and next decade's communication requirements will be stratified. Also 6G will aim to aid development of a human society which is ubiquitous and mobile, simultaneously providing solutions to key challenges such as, coverage, capacity, etc. In addition, 6G will focus on providing intelligent use-cases and applications using higher data-rates over mill-meter waves and Tera-Hertz frequency. However, at higher frequencies multiple non-desired phenomena such as atmospheric absorption, blocking, etc., occur which create a bottleneck owing to resource (spectrum and energy) scarcity. Hence, following same trend of making efforts towards reproducing at receiver, exact information which was sent by transmitter, will result in a never ending need for higher bandwidth. A possible solution to such a challenge lies in semantic communications which focuses on meaning (context) of received data as opposed to only reproducing correct transmitted data. This in turn will require less bandwidth, and will reduce bottleneck due to various undesired phenomenon. In this respect, current article presents a detailed survey on recent technological trends in regard to semantic communications for intelligent wireless networks. We focus on semantic communications architecture including model, and source and channel coding. Next, we detail cross-layer interaction, and various goal-oriented communication applications. We also present overall semantic communications trends in detail, and identify challenges which need timely solutions before practical implementation of semantic communications within 6G wireless technology. Our survey article is an attempt to significantly contribute towards initiating future research directions in area of semantic communications for intelligent 6G wireless networks.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Feb 2022.
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Citing papers per year: 2022: 1; 2023: 3; 2024: 6; 2025: 1; 2026: 2.
13 papers.
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- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
- 2023TinyML: Tools, Applications, Challenges, and Future Research Directionscited by 14
- 2024Large Generative Model Assisted 3D Semantic Communicationcited by 12
- 2022Semantics-Empowered Communication: A Tutorial-cum-Surveycited by 8
- 2024Agent-driven Generative Semantic Communication with Cross-Modality and Predictioncited by 7
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmissioncited by 6
- 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
- 2023Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communicationscited by 2
- 2024Autoencoder-Based Domain Learning for Semantic Communication with Conceptual Spacescited by 0
- 2025Few-shot Semantic Encoding and Decoding for Video Surveillancecited by 0
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applicationscited by 0
- 2026From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivity9 Sep 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
- 2025Few-shot Semantic Encoding and Decoding for Video Surveillance12 May 2025
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmission8 Aug 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
- 2024Agent-driven Generative Semantic Communication with Cross-Modality and Prediction10 Apr 2024
- 2024Large Generative Model Assisted 3D Semantic Communication9 Mar 2024
- 2024Autoencoder-Based Domain Learning for Semantic Communication with Conceptual Spaces29 Jan 2024
- 2023Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communications30 Oct 2023
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunities13 Jul 2023
- 2023TinyML: Tools, Applications, Challenges, and Future Research Directions23 Mar 2023
1 more
- 2022Semantics-Empowered Communication: A Tutorial-cum-Survey16 Dec 2022
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
- 2023TinyML: Tools, Applications, Challenges, and Future Research Directionscited by 14
- 2024Large Generative Model Assisted 3D Semantic Communicationcited by 12
- 2022Semantics-Empowered Communication: A Tutorial-cum-Surveycited by 8
- 2024Agent-driven Generative Semantic Communication with Cross-Modality and Predictioncited by 7
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmissioncited by 6
- 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
- 2023Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communicationscited by 2
- 2024Autoencoder-Based Domain Learning for Semantic Communication with Conceptual Spacescited by 0
- 2025Few-shot Semantic Encoding and Decoding for Video Surveillancecited by 0
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applicationscited by 0
12 most cited of 13 All 13 (JSON)
- 2026From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivity9 Sep 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
- 2025Few-shot Semantic Encoding and Decoding for Video Surveillance12 May 2025
- 2024Semantic Communication based on Large Language Model for Underwater Image Transmission8 Aug 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
- 2024Agent-driven Generative Semantic Communication with Cross-Modality and Prediction10 Apr 2024
- 2024Large Generative Model Assisted 3D Semantic Communication9 Mar 2024
- 2024Autoencoder-Based Domain Learning for Semantic Communication with Conceptual Spaces29 Jan 2024
- 2023Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communications30 Oct 2023
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunities13 Jul 2023
- 2023TinyML: Tools, Applications, Challenges, and Future Research Directions23 Mar 2023
12 newest of 13 All 13 (JSON)