A Survey on Semantic Communication Networks: Architecture, Security, and Privacy
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Abstract (arXiv)
With the rapid advancement and deployment of intelligent agents and artificial general intelligence (AGI), a fundamental challenge for future networks is enabling efficient communications among agents. Unlike traditional human-centric, data-driven communication networks, the primary goal of agent-based communication is to facilitate coordination among agents. Therefore, task comprehension and collaboration become the key objectives of communications, rather than data synchronization. Semantic communication (SemCom) aims to align information and knowledge among agents to expedite task comprehension. While significant research has been conducted on SemCom for two-agent systems, the development of semantic communication networks (SemComNet) for multi-agent systems remains largely unexplored. In this paper, we provide a comprehensive and up-to-date survey of SemComNet, focusing on their fundamentals, security, and privacy aspects. We introduce a novel three-layer architecture for multi-agent interaction, comprising the control layer, semantic transmission layer, and cognitive sensing layer. We explore working modes and enabling technologies, and present a taxonomy of security and privacy threats, along with state-of-the-art defense mechanisms. Finally, we outline future research directions, paving the way toward intelligent, robust, and energy-efficient SemComNet. This survey represents the first comprehensive analysis of SemComNet, offering detailed insights into its core principles as well as associated security and privacy challenges.
Key facts. Cited by 22 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 May 2024.
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Citing papers per year: 2024: 3; 2025: 9; 2026: 10.
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- 2025TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systemscited by 58
- 2025Internet of Agents: Fundamentals, Applications, and Challengescited by 31
- 2024Large Model Based Agents: State-of-the-Art, Cooperation Paradigms, Security and Privacy, and Future Trendscited by 26
- 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Artcited by 13
- 2025DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Surveycited by 6
- 2024Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challengescited by 5
- 2024Toward Mixture-of-Experts Enabled Trustworthy Semantic Communication for 6G Networkscited by 2
- 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
- 2026In-Context Source and Channel Codingcited by 1
- 2025Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligencecited by 0
- 2025Trustworthy Semantic Communication for Vehicular Networks: Challenges and Solutionscited by 0
10 more
- 2025Privacy-Preserving Semantic Communications via Multi-Task Learning and Adversarial Perturbationscited by 0
- 2026Reinforcement-Learned Unequal Error Protection for Quantized Semantic Embeddingscited by 0
- 2026Logic-Driven Semantic Communication for Resilient Multi-Agent Systemscited by 0
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applicationscited by 0
- 2026Doubly Adaptive Channel and Spatial Attention for Semantic Image Communication by IoT Devicescited by 0
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networkscited by 0
- 2026Heterogeneity-Aware Belief Synchronization for Semantic Communication in AI-Native 6G Networkscited by 0
- 2026From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivitycited by 0
- 2026Semantic CSI Feedback for Beam Selection: When Task-Aware Embeddings from Sparse Pilots Outperform Full-Bandwidth Reconstructioncited by 0
- 2026Adaptive Pilot Selection for Unified Semantic Communication and Semantic Sensing in ISACcited by 0
- 2026Adaptive Pilot Selection for Unified Semantic Communication and Semantic Sensing in ISAC25 Sep 2026
- 2026Semantic CSI Feedback for Beam Selection: When Task-Aware Embeddings from Sparse Pilots Outperform Full-Bandwidth Reconstruction16 Sep 2026
- 2026From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivity9 Sep 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
- 2026Doubly Adaptive Channel and Spatial Attention for Semantic Image Communication by IoT Devices26 Feb 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
- 2026In-Context Source and Channel Coding15 Jan 2026
- 2026Logic-Driven Semantic Communication for Resilient Multi-Agent Systems11 Jan 2026
- 2026Reinforcement-Learned Unequal Error Protection for Quantized Semantic Embeddings1 Jan 2026
- 2025Privacy-Preserving Semantic Communications via Multi-Task Learning and Adversarial Perturbations30 Dec 2025
- 2025Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communications11 Nov 2025
10 more
- 2025Trustworthy Semantic Communication for Vehicular Networks: Challenges and Solutions25 Sep 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
- 2025Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligence12 Jun 2025
- 2025TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems4 Jun 2025
- 2025Internet of Agents: Fundamentals, Applications, and Challenges12 May 2025
- 2025DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Survey13 Mar 2025
- 2024Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challenges27 Nov 2024
- 2024Toward Mixture-of-Experts Enabled Trustworthy Semantic Communication for 6G Networks24 Sep 2024
- 2024Large Model Based Agents: State-of-the-Art, Cooperation Paradigms, Security and Privacy, and Future Trends22 Sep 2024
- 2025TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systemscited by 58
- 2025Internet of Agents: Fundamentals, Applications, and Challengescited by 31
- 2025Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligencecited by 0
- 2025Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligence12 Jun 2025
- 2025TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems4 Jun 2025
- 2025Internet of Agents: Fundamentals, Applications, and Challenges12 May 2025
- 2024Large Model Based Agents: State-of-the-Art, Cooperation Paradigms, Security and Privacy, and Future Trendscited by 26
- 2025DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Surveycited by 6
- 2024Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challengescited by 5
- 2025Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Imagescited by 1
- 2026In-Context Source and Channel Codingcited by 1
- 2025Trustworthy Semantic Communication for Vehicular Networks: Challenges and Solutionscited by 0
- 2025Privacy-Preserving Semantic Communications via Multi-Task Learning and Adversarial Perturbationscited by 0
- 2026Reinforcement-Learned Unequal Error Protection for Quantized Semantic Embeddingscited by 0
- 2026Logic-Driven Semantic Communication for Resilient Multi-Agent Systemscited by 0
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applicationscited by 0
- 2026Doubly Adaptive Channel and Spatial Attention for Semantic Image Communication by IoT Devicescited by 0
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networkscited by 0
12 most cited of 16 All 16 (JSON)
- 2026Adaptive Pilot Selection for Unified Semantic Communication and Semantic Sensing in ISAC25 Sep 2026
- 2026Semantic CSI Feedback for Beam Selection: When Task-Aware Embeddings from Sparse Pilots Outperform Full-Bandwidth Reconstruction16 Sep 2026
- 2026From Semantic to Token Communication: The Next Paradigm for Large-Model-Driven 6G Intelligent Connectivity9 Sep 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
- 2026Doubly Adaptive Channel and Spatial Attention for Semantic Image Communication by IoT Devices26 Feb 2026
- 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications29 Jan 2026
- 2026In-Context Source and Channel Coding15 Jan 2026
- 2026Logic-Driven Semantic Communication for Resilient Multi-Agent Systems11 Jan 2026
- 2026Reinforcement-Learned Unequal Error Protection for Quantized Semantic Embeddings1 Jan 2026
- 2025Privacy-Preserving Semantic Communications via Multi-Task Learning and Adversarial Perturbations30 Dec 2025
- 2025Trustworthy Semantic Communication for Vehicular Networks: Challenges and Solutions25 Sep 2025
12 newest of 16 All 16 (JSON)