mlsanityData to 7 Oct 2026

Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges

arXiv 2207.00427 ↗First posted 10 Jun 2022cs.NI eess.SPcited by 94

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Abstract (arXiv)

With the increasing demand for intelligent services, the sixth-generation (6G) wireless networks will shift from a traditional architecture that focuses solely on high transmission rate to a new architecture that is based on the intelligent connection of everything. Semantic communication (SemCom), a revolutionary architecture that integrates user as well as application requirements and meaning of information into the data processing and transmission, is predicted to become a new core paradigm in 6G. While SemCom is expected to progress beyond the classical Shannon paradigm, several obstacles need to be overcome on the way to a SemCom-enabled smart wireless Internet. In this paper, we first highlight the motivations and compelling reasons of SemCom in 6G. Then, we outline the major 6G visions and key enabler techniques which lay the foundation of SemCom. Meanwhile, we highlight some benefits of SemCom-empowered 6G and present a SemCom-native 6G network architecture. Next, we show the evolution of SemCom from its introduction to classical SemCom related theory and modern AI-enabled SemCom. Following that, focusing on modern SemCom, we classify SemCom into three categories, i.e., semantic-oriented communication, goal-oriented communication, and semantic-aware communication, and introduce three types of semantic metrics. We then discuss the applications, the challenges and technologies related to semantics and communication. Finally, we introduce future research opportunities. In a nutshell, this paper investigates the fundamentals of SemCom, its applications in 6G networks, and the existing challenges and open issues for further direction.

Key facts. Cited by 94 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Jun 2022.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 3; 2023: 18; 2024: 28; 2025: 24; 2026: 21.

94 papers.

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  1. 2023CDDM: Channel Denoising Diffusion Models for Wireless Semantic Communicationscited by 58
  2. 2023Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimizationcited by 56
  3. 2025Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communicationscited by 32
  4. 2024Latency-Aware Generative Semantic Communications with Pre-Trained Diffusion Modelscited by 25
  5. 2023Machine Learning for Large-Scale Optimization in 6G Wireless Networkscited by 18
  6. 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
  7. 2022Attention-aware Resource Allocation and QoE Analysis for Metaverse xURLLC Servicescited by 15
  8. 2023Wireless End-to-End Image Transmission System using Semantic Communicationscited by 14
  9. 2024Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel Noisescited by 13
  10. 2024Large Generative Model Assisted 3D Semantic Communicationcited by 12
  11. 2024Visual Language Model based Cross-modal Semantic Communication Systemscited by 12
  12. 2024A Survey on Integrated Sensing, Communication, and Computationcited by 12
38 more
  1. 2024Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Surveycited by 11
  2. 2024Dynamic Relative Representations for Goal-Oriented Semantic Communicationscited by 11
  3. 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systemscited by 10
  4. 2023Semantic-Forward Relaying: A Novel Framework Towards 6G Cooperative Communicationscited by 9
  5. 2024Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Surveycited by 9
  6. 2023Cognitive Semantic Communication Systems Driven by Knowledge Graph: Principle, Implementation, and Performance Evaluationcited by 8
  7. 2023Adversarial Attacks and Defenses for Semantic Communication in Vehicular Metaversescited by 7
  8. 2023Generative AI-aided Joint Training-free Secure Semantic Communications via Multi-modal Promptscited by 7
  9. 2023SemantIC: Semantic Interference Cancellation Towards 6G Wireless Communicationscited by 7
  10. 2025"X of Information'' Continuum: A Survey on AI-Driven Multi-dimensional Metrics for Next-Generation Networked Systemscited by 7
  11. 2022Structure-Enhanced DRL for Optimal Transmission Schedulingcited by 6
  12. 2023Performance Limits of a Deep Learning-Enabled Text Semantic Communication under Interferencecited by 6
  13. 2024Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applicationscited by 6
  14. 2025DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Surveycited by 6
  15. 2022Exploring Attention-Aware Network Resource Allocation for Customized Metaverse Servicescited by 5
  16. 2023Knowledge Distillation Based Semantic Communications For Multiple Userscited by 5
  17. 2024Semantic Similarity Score for Measuring Visual Similarity at Semantic Levelcited by 5
  18. 2024Communicate Less, Synthesize the Rest: Latency-aware Intent-based Generative Semantic Multicasting with Diffusion Modelscited by 5
  19. 2024Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learningcited by 5
  20. 2024Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challengescited by 5
  21. 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networkscited by 5
  22. 2026Video TokenCom: Textual Intent-Guided Multi-Rate Video Token Communications with UEP-Based Adaptive Source-Channel Codingcited by 5
  23. 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunitiescited by 4
  24. 2023Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insightscited by 4
  25. 2024Role of Sensing and Computer Vision in 6G Wireless Communicationscited by 4
  26. 2024Deep Joint Semantic Coding and Beamforming for Near-Space Airship-Borne Massive MIMO Networkcited by 4
  27. 2024Multi-level Reliability Interface for Semantic Communications over Wireless Networkscited by 4
  28. 2024Semantic Feature Decomposition based Semantic Communication System of Images with Large-scale Visual Generation Modelscited by 4
  29. 2024Distributed Mixture-of-Agents for Edge Inference with Large Language Modelscited by 4
  30. 2025SQ-GAN: Semantic Image Communications Using Masked Vector Quantizationcited by 4
  31. 2025Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perceptioncited by 4
  32. 2023CATFL: Certificateless Authentication-based Trustworthy Federated Learning for 6G Semantic Communicationscited by 3
  33. 2025A Survey on Semantic Communications in Internet of Vehiclescited by 3
  34. 2025Multi-Task Semantic Communications via Large Modelscited by 3
  35. 2025Task-Oriented Multimodal Token Transmission in Resource-Constrained Multiuser Networkscited by 3
  36. 2023Spatiotemporal Attention-based Semantic Compression for Real-time Video Recognitioncited by 2
  37. 2023Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communicationscited by 2
  38. 2024Multi-User Semantic Fusion for Semantic Communications over Degraded Broadcast Channelscited by 2

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