Integrated Sensing and Communications: Towards Dual-functional Wireless Networks for 6G and Beyond
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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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Citing papers per year: 2021: 2; 2022: 4; 2023: 6; 2024: 18; 2025: 29; 2026: 29.
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- 2022DeepSense 6G: A Large-Scale Real-World Multi-Modal Sensing and Communication Datasetcited by 53
- 2024When Large Language Model Agents Meet 6G Networks: Perception, Grounding, and Alignmentcited by 43
- 2022Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AIcited by 31
- 2023Green Edge AI: A Contemporary Surveycited by 24
- 2023Data and Model Poisoning Backdoor Attacks on Wireless Federated Learning, and the Defense Mechanisms: A Comprehensive Surveycited by 17
- 2024An I2I Inpainting Approach for Efficient Channel Knowledge Map Constructioncited by 13
- 2024A Survey on Integrated Sensing, Communication, and Computationcited by 12
- 2022Vertical Federated Edge Learning with Distributed Integrated Sensing and Communicationcited by 11
- 2024Will 6G be Semantic Communications? Opportunities and Challenges from Task Oriented and Secure Communications to Integrated Sensingcited by 11
- 2021Deep learning for location based beamforming with NLOS channelscited by 7
- 2023Joint Sensing and Semantic Communications with Multi-Task Deep Learningcited by 7
- 2024Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approachcited by 5
38 more
- 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNetcited by 5
- 2025Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learningcited by 5
- 2023Joint Sensing and Task-Oriented Communications with Image and Wireless Data Modalities for Dynamic Spectrum Accesscited by 3
- 2024CAVIAR: Co-simulation of 6G Communications, 3D Scenarios and AI for Digital Twinscited by 2
- 2024Deep-Learning Channel Estimation for IRS-Assisted Integrated Sensing and Communication Systemcited by 2
- 2024ViT LoS V2X: Vision Transformers for Environment-aware LoS Blockage Prediction for 6G Vehicular Networkscited by 2
- 2025Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networkscited by 2
- 2025Multimodal Mixture-of-Experts for ISAC in Low-Altitude Wireless Networkscited by 2
- 2025Large Model Enabled Embodied Intelligence for 6G Integrated Perception, Communication, and Computation Networkcited by 2
- 2026A Survey on AI for 6G: Challenges and Opportunitiescited by 2
- 2026Embodied AI in 6G Networks: From Intelligent Connectivity to Physical Intelligencecited by 2
- 2023Digital Twin-Based User-Centric Edge Continual Learning in Integrated Sensing and Communicationcited by 1
- 2024Deep-Learning-Based Channel Estimation for IRS-Assisted ISAC Systemcited by 1
- 2024Extreme Learning Machine-based Channel Estimation in IRS-Assisted Multi-User ISAC Systemcited by 1
- 2024Meta-Learning Based Optimization for Large Scale Wireless Systemscited by 1
- 2024Deep-Unrolling Multidimensional Harmonic Retrieval Algorithms on Neuromorphic Hardwarecited by 1
- 2025Communication Efficient Cooperative Edge AI via Event-Triggered Computation Offloadingcited by 1
- 2024AI-Powered CPS-Enabled Vulnerable-User-Aware Urban Transportation Digital Twin: Methods and Applicationscited by 1
- 2025Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approachcited by 1
- 2025RF-PGS: Fully-structured Spatial Wireless Channel Representation with Planar Gaussian Splattingcited by 1
- 2025Generative AI Meets Wireless Sensing: Towards Wireless Foundation Modelcited by 1
- 2025Variational Quantum Integrated Sensing and Communicationcited by 1
- 2026Spectrum Shortage for Radio Sensing? Leveraging Ambient 5G Signals for Human Activity Detectioncited by 1
- 2026QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networkscited by 1
- 2021Beyond 5G RIS mmWave Systems: Where Communication and Localization Meetcited by 0
- 2022Multi-Point Integrated Sensing and Communication: Fusion Model and Functionality Selectioncited by 0
- 2023Learning to Precode for Integrated Sensing and Communications Systemscited by 0
- 2024Deep Learning-based Target-To-User Association in Integrated Sensing and Communication Systemscited by 0
- 2024A Novel Cross-band CSI Prediction Scheme for Multi-band Fingerprint based Localizationcited by 0
- 2024Integration of Communication and Computational Imagingcited by 0
- 2024A Memory-Based Reinforcement Learning Approach to Integrated Sensing and Communicationcited by 0
- 2024Model-driven deep neural network for enhanced direction finding with commodity 5G gNodeBcited by 0
- 2025Reinforcement Learning for Enhancing Sensing Estimation in Bistatic ISAC Systems with UAV Swarmscited by 0
- 2025Multi-User Beamforming with Deep Reinforcement Learning in Sensing-Aided Communicationcited by 0
- 2025Multi-View Wireless Sensing via Conditional Generative Learning: Framework and Model Designcited by 0
- 2025Integration of TinyML and LargeML: A Survey of 6G and Beyondcited by 0
- 2025Efficient Beam Selection for ISAC in Cell-Free Massive MIMO via Digital Twin-Assisted Deep Reinforcement Learningcited by 0
- 2025Learning-Based Resource Management in Integrated Sensing and Communication Systemscited by 0
50 most cited of 88 All 88 (JSON)
- 2026AIMS: An Agentic AI Framework for Sim-to-Real Multi-Modal ISAC30 Sep 2026
- 2026Geometry-Aided Channel Deduction with Partial Channel Estimates and Uncalibrated Digital Twin29 Sep 2026
- 2026TRACE: Learning to Self-Calibrate Wireless Digital Twins from ISAC Measurements26 Sep 2026
- 2026Adaptive Pilot Selection for Unified Semantic Communication and Semantic Sensing in ISAC25 Sep 2026
- 2026Feasible but Not Safe: Constraint Violations and Report-Channel Attacks in Learned Cell-Free ISAC Association2 Sep 2026
- 2026Sense Once, Serve Many: Common-Trace Factorized Constrained PPO for Online Sensing-Session Consolidation in Multi-Tenant ISAC Networks29 Aug 2026
- 2026AERIS: Offline Policy Improvement for Multi-UAV Integrated Sensing and Communication26 Aug 2026
- 2026A Comprehensive Survey of Wireless Foundation Models for AI-Native 6G Networks9 Aug 2026
- 2026A 6G Integrated Sensing and Communication Framework for Railway Intrusion Detection and Collision Prediction5 Aug 2026
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networks4 Aug 2026
- 2026Neural Network-Assisted CLEAN for Channel Modeling in Low-SNR Regimes29 Jul 2026
- 2026CORF-GS: Real-Time Wireless Radiance Field Reconstruction via Coupled Optical-RF Gaussian Splatting28 Jul 2026
38 more
- 2026CRB-Driven Beamforming and Trajectory Optimization for UAV-assisted ISAC System21 Jul 2026
- 2026From Intent to Infrastructure: LLM-Driven Agent Compilers for ISAC Networks7 Jul 2026
- 2026QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networks1 Jul 2026
- 2026Dualformer: Efficient Feature Extractor for Complex-valued Blind Communication Signal Analysis30 Jun 2026
- 2026AI-Empowered UAV-Assisted Backscatter Localization and ISAC for Zero-Energy IoT: A Comprehensive Survey22 Jun 2026
- 2026Sensor-Conditioned Representation Learning via Scene-Relevant Observation Quotients15 Jun 2026
- 2026WARA: Toward Automated Wireless Optimization Research with Closed-Loop LLM Agents7 Jun 2026
- 2026A Camera-Cooperative ISAC Framework for Multimodal Non-Cooperative UAVs Sensing21 May 2026
- 2026Embodied AI in 6G Networks: From Intelligent Connectivity to Physical Intelligence17 May 2026
- 2026A Survey on AI for 6G: Challenges and Opportunities30 Mar 2026
- 2026Deep Learning-Driven Friendly Jamming for Secure Multicarrier ISAC Under Channel Uncertainty5 Mar 2026
- 2026Spectrum Shortage for Radio Sensing? Leveraging Ambient 5G Signals for Human Activity Detection3 Mar 2026
- 2026Federated Multi Agent Deep Learning and Neural Networks for Advanced Distributed Sensing in Wireless Networks24 Feb 2026
- 2026Robust Processing and Learning: Principles, Methods, and Wireless Applications10 Feb 2026
- 2026Structure-Informed Estimation for Pilot-Limited MIMO Channels via Tensor Decomposition3 Feb 2026
- 2026When Simultaneous Localization and Mapping Meets Wireless Communications: A Survey28 Jan 2026
- 2026AWaRe-SAC: Proactive Slice Admission Control under Weather-Induced Capacity Uncertainty9 Jan 2026
- 2025AI-Native Integrated Sensing and Communications for Self-Organizing Wireless Networks: Architectures, Learning Paradigms, and System-Level Design29 Dec 2025
- 2025Large Model Enabled Embodied Intelligence for 6G Integrated Perception, Communication, and Computation Network17 Dec 2025
- 2025FuseFi: Combining Irregularly Sampled CSI from Diverse Communication Packets and Frequency Bands for Wi-Fi Sensing14 Dec 2025
- 2025A Sensing Dataset Protocol for Benchmarking and Multi-Task Wireless Sensing13 Dec 2025
- 2025Multimodal Mixture-of-Experts for ISAC in Low-Altitude Wireless Networks1 Dec 2025
- 2025Autoencoder for Position-Assisted Beam Prediction in mmWave ISAC Systems23 Nov 2025
- 2025RadioKMoE: Knowledge-Guided Radiomap Estimation with Kolmogorov-Arnold Networks and Mixture-of-Experts21 Nov 2025
- 2025Variational Quantum Integrated Sensing and Communication20 Nov 2025
- 2025RL-Aided Cognitive ISAC: Robust Detection and Sensing-Communication Trade-offs4 Nov 2025
- 2025Pinching Antennas Meet AI in Next-Generation Wireless Networks3 Nov 2025
- 2025Echo-Conditioned Denoising Diffusion Probabilistic Models for Multi-Target Tracking in RF Sensing29 Oct 2025
- 2025Variational Secret Common Randomness Extraction2 Oct 2025
- 2025mmHSense: Multi-Modal and Distributed mmWave ISAC Datasets for Human Sensing24 Sep 2025
- 2025Generative AI Meets Wireless Sensing: Towards Wireless Foundation Model18 Sep 2025
- 2025Cross-field SNR Analysis and Tensor Channel Estimation for Multi-UAV Near-field Communications23 Aug 2025
- 2025RF-PGS: Fully-structured Spatial Wireless Channel Representation with Planar Gaussian Splatting23 Aug 2025
- 2025Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learning21 Aug 2025
- 2025CONVERGE: A Multi-Agent Vision-Radio Architecture for xApps6 Aug 2025
- 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet28 Jul 2025
- 2025Age of Information Minimization in UAV-Enabled Integrated Sensing and Communication Systems18 Jul 2025
- 2025Learning-Based Resource Management in Integrated Sensing and Communication Systems25 Jun 2025
50 newest of 88 All 88 (JSON)
- 2022DeepSense 6G: A Large-Scale Real-World Multi-Modal Sensing and Communication Datasetcited by 53
- 2022Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AIcited by 31
- 2023Green Edge AI: A Contemporary Surveycited by 24
- 2023Data and Model Poisoning Backdoor Attacks on Wireless Federated Learning, and the Defense Mechanisms: A Comprehensive Surveycited by 17
- 2024An I2I Inpainting Approach for Efficient Channel Knowledge Map Constructioncited by 13
- 2024A Survey on Integrated Sensing, Communication, and Computationcited by 12
- 2022Vertical Federated Edge Learning with Distributed Integrated Sensing and Communicationcited by 11
- 2024Will 6G be Semantic Communications? Opportunities and Challenges from Task Oriented and Secure Communications to Integrated Sensingcited by 11
- 2021Deep learning for location based beamforming with NLOS channelscited by 7
- 2023Joint Sensing and Semantic Communications with Multi-Task Deep Learningcited by 7
- 2024Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approachcited by 5
- 2025Integrated Sensing, Communication, and Computation for Over-the-Air Federated Edge Learningcited by 5
12 most cited of 80 All 80 (JSON)
- 2026Geometry-Aided Channel Deduction with Partial Channel Estimates and Uncalibrated Digital Twin29 Sep 2026
- 2026TRACE: Learning to Self-Calibrate Wireless Digital Twins from ISAC Measurements26 Sep 2026
- 2026Adaptive Pilot Selection for Unified Semantic Communication and Semantic Sensing in ISAC25 Sep 2026
- 2026Feasible but Not Safe: Constraint Violations and Report-Channel Attacks in Learned Cell-Free ISAC Association2 Sep 2026
- 2026Sense Once, Serve Many: Common-Trace Factorized Constrained PPO for Online Sensing-Session Consolidation in Multi-Tenant ISAC Networks29 Aug 2026
- 2026AERIS: Offline Policy Improvement for Multi-UAV Integrated Sensing and Communication26 Aug 2026
- 2026A Comprehensive Survey of Wireless Foundation Models for AI-Native 6G Networks9 Aug 2026
- 2026A 6G Integrated Sensing and Communication Framework for Railway Intrusion Detection and Collision Prediction5 Aug 2026
- 2026Task-Oriented Candidate-Latent Feedback for Coarse-to-Fine Sensing in Distributed OFDM-ISAC Networks4 Aug 2026
- 2026Neural Network-Assisted CLEAN for Channel Modeling in Low-SNR Regimes29 Jul 2026
- 2026CORF-GS: Real-Time Wireless Radiance Field Reconstruction via Coupled Optical-RF Gaussian Splatting28 Jul 2026
- 2026CRB-Driven Beamforming and Trajectory Optimization for UAV-assisted ISAC System21 Jul 2026
12 newest of 80 All 80 (JSON)