Integrated Sensing and Communications: Recent Advances and Ten Open Challenges
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Abstract (arXiv)
It is anticipated that integrated sensing and communications (ISAC) would be one of the key enablers of next-generation wireless networks (such as beyond 5G (B5G) and 6G) for supporting a variety of emerging applications. In this paper, we provide a comprehensive review of the recent advances in ISAC systems, with a particular focus on their foundations, system design, networking aspects and ISAC applications. Furthermore, we discuss the corresponding open questions of the above that emerged in each issue. Hence, we commence with the information theory of sensing and communications (S&C), followed by the information-theoretic limits of ISAC systems by shedding light on the fundamental performance metrics. Next, we discuss their clock synchronization and phase offset problems, the associated Pareto-optimal signaling strategies, as well as the associated super-resolution ISAC system design. Moreover, we envision that ISAC ushers in a paradigm shift for the future cellular networks relying on network sensing, transforming the classic cellular architecture, cross-layer resource management methods, and transmission protocols. In ISAC applications, we further highlight the security and privacy issues of wireless sensing. Finally, we close by studying the recent advances in a representative ISAC use case, namely the multi-object multi-task (MOMT) recognition problem using wireless signals.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Apr 2023.
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Citing papers per year: 2024: 2; 2025: 9; 2026: 3.
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- 2025Diffusion Models for Future Networks and Communications: A Comprehensive Surveycited by 6
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challengescited by 5
- 2024LiDAR-based End-to-end Temporal Perception for Vehicle-Infrastructure Cooperationcited by 4
- 2025Beam Selection in ISAC using Contextual Bandit with Multi-modal Transformer and Transfer Learningcited by 3
- 2025Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunitiescited by 3
- 2025Towards SISO Bistatic Sensing for ISACcited by 2
- 2024Near-field Beam training for Extremely Large-scale MIMO Based on Deep Learningcited by 1
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systemscited by 0
- 2025Content Accuracy and Quality Aware Resource Allocation Based on LP-Guided DRL for ISAC-Driven AIGC Networkscited by 0
- 2025Autoencoder for Position-Assisted Beam Prediction in mmWave ISAC Systemscited by 0
- 2025FuseFi: Combining Irregularly Sampled CSI from Diverse Communication Packets and Frequency Bands for Wi-Fi Sensingcited by 0
- 2026From Intent to Infrastructure: LLM-Driven Agent Compilers for ISAC Networkscited by 0
- 2026Curriculum-Guided Reinforcement Learning for Energy-Efficient UAV-ISAC in Post-Disaster Search-and-Rescue Operations1 Sep 2026
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networks4 Aug 2026
- 2026From Intent to Infrastructure: LLM-Driven Agent Compilers for ISAC Networks7 Jul 2026
- 2025FuseFi: Combining Irregularly Sampled CSI from Diverse Communication Packets and Frequency Bands for Wi-Fi Sensing14 Dec 2025
- 2025Autoencoder for Position-Assisted Beam Prediction in mmWave ISAC Systems23 Nov 2025
- 2025Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunities23 Aug 2025
- 2025Towards SISO Bistatic Sensing for ISAC18 Aug 2025
- 2025Content Accuracy and Quality Aware Resource Allocation Based on LP-Guided DRL for ISAC-Driven AIGC Networks16 Aug 2025
- 2025Diffusion Models for Future Networks and Communications: A Comprehensive Survey3 Aug 2025
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systems18 Jul 2025
- 2025Beam Selection in ISAC using Contextual Bandit with Multi-modal Transformer and Transfer Learning11 Mar 2025
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges24 Jan 2025
- 2025Beam Selection in ISAC using Contextual Bandit with Multi-modal Transformer and Transfer Learningcited by 3
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systemscited by 0
- 2026Curriculum-Guided Reinforcement Learning for Energy-Efficient UAV-ISAC in Post-Disaster Search-and-Rescue Operationscited by 0
- 2026Curriculum-Guided Reinforcement Learning for Energy-Efficient UAV-ISAC in Post-Disaster Search-and-Rescue Operations1 Sep 2026
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systems18 Jul 2025
- 2025Beam Selection in ISAC using Contextual Bandit with Multi-modal Transformer and Transfer Learning11 Mar 2025
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challengescited by 5
- 2024LiDAR-based End-to-end Temporal Perception for Vehicle-Infrastructure Cooperationcited by 4
- 2025Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunitiescited by 3
- 2025Towards SISO Bistatic Sensing for ISACcited by 2
- 2024Near-field Beam training for Extremely Large-scale MIMO Based on Deep Learningcited by 1
- 2025Content Accuracy and Quality Aware Resource Allocation Based on LP-Guided DRL for ISAC-Driven AIGC Networkscited by 0
- 2025Autoencoder for Position-Assisted Beam Prediction in mmWave ISAC Systemscited by 0
- 2025FuseFi: Combining Irregularly Sampled CSI from Diverse Communication Packets and Frequency Bands for Wi-Fi Sensingcited by 0
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networkscited by 0
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networks4 Aug 2026
- 2025FuseFi: Combining Irregularly Sampled CSI from Diverse Communication Packets and Frequency Bands for Wi-Fi Sensing14 Dec 2025
- 2025Autoencoder for Position-Assisted Beam Prediction in mmWave ISAC Systems23 Nov 2025
- 2025Deep Learning-based Techniques for Integrated Sensing and Communication Systems: State-of-the-Art, Challenges, and Opportunities23 Aug 2025
- 2025Towards SISO Bistatic Sensing for ISAC18 Aug 2025
- 2025Content Accuracy and Quality Aware Resource Allocation Based on LP-Guided DRL for ISAC-Driven AIGC Networks16 Aug 2025
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges24 Jan 2025
- 2024LiDAR-based End-to-end Temporal Perception for Vehicle-Infrastructure Cooperation22 Nov 2024
- 2024Near-field Beam training for Extremely Large-scale MIMO Based on Deep Learning5 Jun 2024