Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges
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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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Citing papers per year: 2022: 3; 2023: 18; 2024: 28; 2025: 24; 2026: 21.
94 papers.
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- 2023CDDM: Channel Denoising Diffusion Models for Wireless Semantic Communicationscited by 58
- 2023Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimizationcited by 56
- 2025Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communicationscited by 32
- 2024Latency-Aware Generative Semantic Communications with Pre-Trained Diffusion Modelscited by 25
- 2023Machine Learning for Large-Scale Optimization in 6G Wireless Networkscited by 18
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
- 2022Attention-aware Resource Allocation and QoE Analysis for Metaverse xURLLC Servicescited by 15
- 2023Wireless End-to-End Image Transmission System using Semantic Communicationscited by 14
- 2024Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel Noisescited by 13
- 2024Large Generative Model Assisted 3D Semantic Communicationcited by 12
- 2024Visual Language Model based Cross-modal Semantic Communication Systemscited by 12
- 2024A Survey on Integrated Sensing, Communication, and Computationcited by 12
38 more
- 2024Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Surveycited by 11
- 2024Dynamic Relative Representations for Goal-Oriented Semantic Communicationscited by 11
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systemscited by 10
- 2023Semantic-Forward Relaying: A Novel Framework Towards 6G Cooperative Communicationscited by 9
- 2024Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Surveycited by 9
- 2023Cognitive Semantic Communication Systems Driven by Knowledge Graph: Principle, Implementation, and Performance Evaluationcited by 8
- 2023Adversarial Attacks and Defenses for Semantic Communication in Vehicular Metaversescited by 7
- 2023Generative AI-aided Joint Training-free Secure Semantic Communications via Multi-modal Promptscited by 7
- 2023SemantIC: Semantic Interference Cancellation Towards 6G Wireless Communicationscited by 7
- 2025"X of Information'' Continuum: A Survey on AI-Driven Multi-dimensional Metrics for Next-Generation Networked Systemscited by 7
- 2022Structure-Enhanced DRL for Optimal Transmission Schedulingcited by 6
- 2023Performance Limits of a Deep Learning-Enabled Text Semantic Communication under Interferencecited by 6
- 2024Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applicationscited by 6
- 2025DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Surveycited by 6
- 2022Exploring Attention-Aware Network Resource Allocation for Customized Metaverse Servicescited by 5
- 2023Knowledge Distillation Based Semantic Communications For Multiple Userscited by 5
- 2024Semantic Similarity Score for Measuring Visual Similarity at Semantic Levelcited by 5
- 2024Communicate Less, Synthesize the Rest: Latency-aware Intent-based Generative Semantic Multicasting with Diffusion Modelscited by 5
- 2024Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learningcited by 5
- 2024Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challengescited by 5
- 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networkscited by 5
- 2026Video TokenCom: Textual Intent-Guided Multi-Rate Video Token Communications with UEP-Based Adaptive Source-Channel Codingcited by 5
- 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunitiescited by 4
- 2023Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insightscited by 4
- 2024Role of Sensing and Computer Vision in 6G Wireless Communicationscited by 4
- 2024Deep Joint Semantic Coding and Beamforming for Near-Space Airship-Borne Massive MIMO Networkcited by 4
- 2024Multi-level Reliability Interface for Semantic Communications over Wireless Networkscited by 4
- 2024Semantic Feature Decomposition based Semantic Communication System of Images with Large-scale Visual Generation Modelscited by 4
- 2024Distributed Mixture-of-Agents for Edge Inference with Large Language Modelscited by 4
- 2025SQ-GAN: Semantic Image Communications Using Masked Vector Quantizationcited by 4
- 2025Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perceptioncited by 4
- 2023CATFL: Certificateless Authentication-based Trustworthy Federated Learning for 6G Semantic Communicationscited by 3
- 2025A Survey on Semantic Communications in Internet of Vehiclescited by 3
- 2025Multi-Task Semantic Communications via Large Modelscited by 3
- 2025Task-Oriented Multimodal Token Transmission in Resource-Constrained Multiuser Networkscited by 3
- 2023Spatiotemporal Attention-based Semantic Compression for Real-time Video Recognitioncited by 2
- 2023Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communicationscited by 2
- 2024Multi-User Semantic Fusion for Semantic Communications over Degraded Broadcast Channelscited by 2
50 most cited of 94 All 94 (JSON)
- 2026Storage-Scalable Progressive Semantic Communication via Knowledge-Base Reuse9 Sep 2026
- 2026Ada-TokenCom: Rate-Adaptive Token Communications via Large-Model-Driven Token Compression and Generation28 Aug 2026
- 2026Rethinking Communication Metrics: How Should We Measure Meaning?21 Aug 2026
- 2026TISC: A Text-Driven Image Semantic Communication System for Faithful Reconstruction17 Aug 2026
- 2026Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks13 Aug 2026
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networks4 Aug 2026
- 2026Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communications26 Jul 2026
- 2026On Privacy-Preserving Image Transmission in Low-Altitude Networks: A Swin Transformer-Based Framework with Federated Learning12 May 2026
- 2026Executor-Side Progressive Risk-Gated Actuation for Agentic AI in Wireless Supervisory Control4 May 2026
- 2026Toward Polymorphic Backdoor against Semantic Communication via Intensity-Based Poisoning25 Apr 2026
- 2026SAGE: Training-Free Semantic Evidence Composition for Edge-Cloud Inference under Hard Uplink Budgets21 Apr 2026
- 2026Agentic AI-Empowered Wireless Agent Networks With Semantic-Aware Collaboration via ILAC1 Apr 2026
38 more
- 2026Semantic Communication-Enhanced Split Federated Learning for Vehicular Networks: Architecture, Challenges, and Case Study5 Mar 2026
- 2026Video TokenCom: Textual Intent-Guided Multi-Rate Video Token Communications with UEP-Based Adaptive Source-Channel Coding2 Mar 2026
- 2026Doubly Adaptive Channel and Spatial Attention for Semantic Image Communication by IoT Devices26 Feb 2026
- 2026Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications12 Feb 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
- 2026Toward a Unified Semantic Loss Model for Deep JSCC-based Transmission of EO Imagery28 Jan 2026
- 2026Compression Tells Intelligence: Visual Coding, Visual Token Technology, and the Unification28 Jan 2026
- 2026Logic-Driven Semantic Communication for Resilient Multi-Agent Systems11 Jan 2026
- 2026Reinforcement-Learned Unequal Error Protection for Quantized Semantic Embeddings1 Jan 2026
- 2025Semantic Temporal Single-photon LiDAR3 Dec 2025
- 2025InfoDecom: Decomposing Information for Defending Against Privacy Leakage in Split Inference17 Nov 2025
- 2025E2E Learning Massive MIMO for Multimodal Semantic Non-Orthogonal Transmission and Fusion9 Sep 2025
- 2025Semantic-Aware Edge Intelligence for UAV Handover in 6G Networks7 Sep 2025
- 2025Optimization of Private Semantic Communication Performance: An Uncooperative Covert Communication Method11 Aug 2025
- 2025"X of Information'' Continuum: A Survey on AI-Driven Multi-dimensional Metrics for Next-Generation Networked Systems25 Jul 2025
- 2025Context-Aware Search and Retrieval Over Erasure Channels16 Jul 2025
- 2025Semantic-Aware Visual Information Transmission With Key Information Extraction Over Wireless Networks15 Jun 2025
- 2025Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perception29 May 2025
- 2025Few-shot Semantic Encoding and Decoding for Video Surveillance12 May 2025
- 2025Task-Oriented Multimodal Token Transmission in Resource-Constrained Multiuser Networks6 May 2025
- 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks5 May 2025
- 2025Multi-Task Semantic Communications via Large Models28 Mar 2025
- 2025Exploring Textual Semantics Diversity for Image Transmission in Semantic Communication Systems using Visual Language Model25 Mar 2025
- 2025Robust Transmission of Punctured Text with Large Language Model-based Recovery19 Mar 2025
- 2025Highly Efficient Direct Analytics on Semantic-aware Time Series Data Compression17 Mar 2025
- 2025DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Survey13 Mar 2025
- 2025A Semantic-Loss Function Modeling Framework With Task-Oriented Machine Learning Perspectives12 Mar 2025
- 2025Task-Oriented Co-Design of Communication, Computing, and Control for Edge-Enabled Industrial Cyber-Physical Systems11 Mar 2025
- 2025A Survey on Semantic Communications in Internet of Vehicles3 Mar 2025
- 2025Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence21 Feb 2025
- 2025Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communications17 Feb 2025
- 2025SQ-GAN: Semantic Image Communications Using Masked Vector Quantization13 Feb 2025
- 2025Semantic Learning for Molecular Communication in Internet of Bio-Nano Things12 Feb 2025
- 2024Distributed Mixture-of-Agents for Edge Inference with Large Language Models30 Dec 2024
- 2024A Semantic Communication System for Real-time 3D Reconstruction Tasks2 Dec 2024
- 2024Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challenges27 Nov 2024
- 2024CASC: Condition-Aware Semantic Communication with Latent Diffusion Models10 Nov 2024
- 2024Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning7 Nov 2024
50 newest of 94 All 94 (JSON)
- 2023CDDM: Channel Denoising Diffusion Models for Wireless Semantic Communicationscited by 58
- 2023Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimizationcited by 56
- 2024Latency-Aware Generative Semantic Communications with Pre-Trained Diffusion Modelscited by 25
- 2024Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel Noisescited by 13
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systemscited by 10
- 2024Communicate Less, Synthesize the Rest: Latency-aware Intent-based Generative Semantic Multicasting with Diffusion Modelscited by 5
- 2024CASC: Condition-Aware Semantic Communication with Latent Diffusion Modelscited by 0
- 2026Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communicationscited by 0
- 2026TISC: A Text-Driven Image Semantic Communication System for Faithful Reconstructioncited by 0
- 2026TISC: A Text-Driven Image Semantic Communication System for Faithful Reconstruction17 Aug 2026
- 2026Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communications26 Jul 2026
- 2024CASC: Condition-Aware Semantic Communication with Latent Diffusion Models10 Nov 2024
- 2024Communicate Less, Synthesize the Rest: Latency-aware Intent-based Generative Semantic Multicasting with Diffusion Models4 Nov 2024
- 2024Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel Noises9 Jun 2024
- 2024Latency-Aware Generative Semantic Communications with Pre-Trained Diffusion Models25 Mar 2024
- 2023CDDM: Channel Denoising Diffusion Models for Wireless Semantic Communications16 Sep 2023
- 2023Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization10 Aug 2023
- 2023Latent Semantic Diffusion-based Channel Adaptive De-Noising SemCom for Future 6G Systems19 Apr 2023
- 2024Visual Language Model based Cross-modal Semantic Communication Systemscited by 12
- 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networkscited by 5
- 2025Exploring Textual Semantics Diversity for Image Transmission in Semantic Communication Systems using Visual Language Modelcited by 0
- 2025Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks5 May 2025
- 2025Exploring Textual Semantics Diversity for Image Transmission in Semantic Communication Systems using Visual Language Model25 Mar 2025
- 2024Visual Language Model based Cross-modal Semantic Communication Systems6 May 2024
- 2025Token Communications: A Large Model-Driven Framework for Cross-modal Context-aware Semantic Communicationscited by 32
- 2023Machine Learning for Large-Scale Optimization in 6G Wireless Networkscited by 18
- 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
- 2022Attention-aware Resource Allocation and QoE Analysis for Metaverse xURLLC Servicescited by 15
- 2023Wireless End-to-End Image Transmission System using Semantic Communicationscited by 14
- 2024Large Generative Model Assisted 3D Semantic Communicationcited by 12
- 2024A Survey on Integrated Sensing, Communication, and Computationcited by 12
- 2024Generative AI-Driven Human Digital Twin in IoT-Healthcare: A Comprehensive Surveycited by 11
- 2024Dynamic Relative Representations for Goal-Oriented Semantic Communicationscited by 11
- 2023Semantic-Forward Relaying: A Novel Framework Towards 6G Cooperative Communicationscited by 9
- 2024Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Surveycited by 9
- 2023Cognitive Semantic Communication Systems Driven by Knowledge Graph: Principle, Implementation, and Performance Evaluationcited by 8
12 most cited of 75 All 75 (JSON)
- 2026Storage-Scalable Progressive Semantic Communication via Knowledge-Base Reuse9 Sep 2026
- 2026Rethinking Communication Metrics: How Should We Measure Meaning?21 Aug 2026
- 2026Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networks13 Aug 2026
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networks4 Aug 2026
- 2026On Privacy-Preserving Image Transmission in Low-Altitude Networks: A Swin Transformer-Based Framework with Federated Learning12 May 2026
- 2026Toward Polymorphic Backdoor against Semantic Communication via Intensity-Based Poisoning25 Apr 2026
- 2026SAGE: Training-Free Semantic Evidence Composition for Edge-Cloud Inference under Hard Uplink Budgets21 Apr 2026
- 2026Semantic Communication-Enhanced Split Federated Learning for Vehicular Networks: Architecture, Challenges, and Case Study5 Mar 2026
- 2026Video TokenCom: Textual Intent-Guided Multi-Rate Video Token Communications with UEP-Based Adaptive Source-Channel Coding2 Mar 2026
- 2026Doubly Adaptive Channel and Spatial Attention for Semantic Image Communication by IoT Devices26 Feb 2026
- 2026Wireless TokenCom: RL-Based Tokenizer Agreement for Multi-User Wireless Token Communications12 Feb 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
12 newest of 75 All 75 (JSON)