mlsanityData to 7 Oct 2026

Integrated Sensing and Communications: Towards Dual-functional Wireless Networks for 6G and Beyond

arXiv 2108.07165 ↗First posted 16 Aug 2021eess.SPcited by 88

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Abstract (arXiv)

As the standardization of 5G is being solidified, researchers are speculating what 6G will be. Integrating sensing functionality is emerging as a key feature of the 6G Radio Access Network (RAN), allowing to exploit the dense cell infrastructure of 5G for constructing a perceptive network. In this paper, we provide a comprehensive overview on the background, range of key applications and state-of-the-art approaches of Integrated Sensing and Communications (ISAC). We commence by discussing the interplay between sensing and communications (S&C) from a historical point of view, and then consider multiple facets of ISAC and its performance gains. By introducing both ongoing and potential use cases, we shed light on industrial progress and standardization activities related to ISAC. We analyze a number of performance tradeoffs between S&C, spanning from information theoretical limits, tradeoffs in physical layer performance, to the tradeoff in cross-layer designs. Next, we discuss signal processing aspects of ISAC, namely ISAC waveform design and receive signal processing. As a step further, we provide our vision on the deeper integration between S&C within the framework of perceptive networks, where the two functionalities are expected to mutually assist each other, i.e., communication-assisted sensing and sensing-assisted communications. Finally, we summarize the paper by identifying the potential integration between ISAC and other emerging communication technologies, and their positive impact on the future of wireless networks.

Key facts. Cited by 88 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Aug 2021.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 2; 2022: 4; 2023: 6; 2024: 18; 2025: 29; 2026: 29.

88 papers.

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  1. 2022DeepSense 6G: A Large-Scale Real-World Multi-Modal Sensing and Communication Datasetcited by 53
  2. 2024When Large Language Model Agents Meet 6G Networks: Perception, Grounding, and Alignmentcited by 43
  3. 2022Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AIcited by 31
  4. 2023Green Edge AI: A Contemporary Surveycited by 24
  5. 2023Data and Model Poisoning Backdoor Attacks on Wireless Federated Learning, and the Defense Mechanisms: A Comprehensive Surveycited by 17
  6. 2024An I2I Inpainting Approach for Efficient Channel Knowledge Map Constructioncited by 13
  7. 2024A Survey on Integrated Sensing, Communication, and Computationcited by 12
  8. 2022Vertical Federated Edge Learning with Distributed Integrated Sensing and Communicationcited by 11
  9. 2024Will 6G be Semantic Communications? Opportunities and Challenges from Task Oriented and Secure Communications to Integrated Sensingcited by 11
  10. 2021Deep learning for location based beamforming with NLOS channelscited by 7
  11. 2023Joint Sensing and Semantic Communications with Multi-Task Deep Learningcited by 7
  12. 2024Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approachcited by 5
38 more
  1. 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNetcited by 5
  2. 2025Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learningcited by 5
  3. 2023Joint Sensing and Task-Oriented Communications with Image and Wireless Data Modalities for Dynamic Spectrum Accesscited by 3
  4. 2024CAVIAR: Co-simulation of 6G Communications, 3D Scenarios and AI for Digital Twinscited by 2
  5. 2024Deep-Learning Channel Estimation for IRS-Assisted Integrated Sensing and Communication Systemcited by 2
  6. 2024ViT LoS V2X: Vision Transformers for Environment-aware LoS Blockage Prediction for 6G Vehicular Networkscited by 2
  7. 2025Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networkscited by 2
  8. 2025Multimodal Mixture-of-Experts for ISAC in Low-Altitude Wireless Networkscited by 2
  9. 2025Large Model Enabled Embodied Intelligence for 6G Integrated Perception, Communication, and Computation Networkcited by 2
  10. 2026A Survey on AI for 6G: Challenges and Opportunitiescited by 2
  11. 2026Embodied AI in 6G Networks: From Intelligent Connectivity to Physical Intelligencecited by 2
  12. 2023Digital Twin-Based User-Centric Edge Continual Learning in Integrated Sensing and Communicationcited by 1
  13. 2024Deep-Learning-Based Channel Estimation for IRS-Assisted ISAC Systemcited by 1
  14. 2024Extreme Learning Machine-based Channel Estimation in IRS-Assisted Multi-User ISAC Systemcited by 1
  15. 2024Meta-Learning Based Optimization for Large Scale Wireless Systemscited by 1
  16. 2024Deep-Unrolling Multidimensional Harmonic Retrieval Algorithms on Neuromorphic Hardwarecited by 1
  17. 2025Communication Efficient Cooperative Edge AI via Event-Triggered Computation Offloadingcited by 1
  18. 2024AI-Powered CPS-Enabled Vulnerable-User-Aware Urban Transportation Digital Twin: Methods and Applicationscited by 1
  19. 2025Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approachcited by 1
  20. 2025RF-PGS: Fully-structured Spatial Wireless Channel Representation with Planar Gaussian Splattingcited by 1
  21. 2025Generative AI Meets Wireless Sensing: Towards Wireless Foundation Modelcited by 1
  22. 2025Variational Quantum Integrated Sensing and Communicationcited by 1
  23. 2026Spectrum Shortage for Radio Sensing? Leveraging Ambient 5G Signals for Human Activity Detectioncited by 1
  24. 2026QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networkscited by 1
  25. 2021Beyond 5G RIS mmWave Systems: Where Communication and Localization Meetcited by 0
  26. 2022Multi-Point Integrated Sensing and Communication: Fusion Model and Functionality Selectioncited by 0
  27. 2023Learning to Precode for Integrated Sensing and Communications Systemscited by 0
  28. 2024Deep Learning-based Target-To-User Association in Integrated Sensing and Communication Systemscited by 0
  29. 2024A Novel Cross-band CSI Prediction Scheme for Multi-band Fingerprint based Localizationcited by 0
  30. 2024Integration of Communication and Computational Imagingcited by 0
  31. 2024A Memory-Based Reinforcement Learning Approach to Integrated Sensing and Communicationcited by 0
  32. 2024Model-driven deep neural network for enhanced direction finding with commodity 5G gNodeBcited by 0
  33. 2025Reinforcement Learning for Enhancing Sensing Estimation in Bistatic ISAC Systems with UAV Swarmscited by 0
  34. 2025Multi-User Beamforming with Deep Reinforcement Learning in Sensing-Aided Communicationcited by 0
  35. 2025Multi-View Wireless Sensing via Conditional Generative Learning: Framework and Model Designcited by 0
  36. 2025Integration of TinyML and LargeML: A Survey of 6G and Beyondcited by 0
  37. 2025Efficient Beam Selection for ISAC in Cell-Free Massive MIMO via Digital Twin-Assisted Deep Reinforcement Learningcited by 0
  38. 2025Learning-Based Resource Management in Integrated Sensing and Communication Systemscited by 0

50 most cited of 88 All 88 (JSON)