IEEE Transactions on Cognitive Communications and Networking

Article	Citations
Multi-Agent Deep Reinforcement Learning-Based Trajectory Planning for Multi-UAV Assisted Mobile Edge Computing	261
Contour Stella Image and Deep Learning for Signal Recognition in the Physical Layer	197
Symbiotic Radio: Cognitive Backscattering Communications for Future Wireless Networks	166
Deep Reinforcement Learning for Collaborative Edge Computing in Vehicular Networks	163
Delay-Aware and Energy-Efficient Computation Offloading in Mobile-Edge Computing Using Deep Reinforcement Learning	140
Collaborative Cloud-Edge-End Task Offloading in Mobile-Edge Computing Networks With Limited Communication Capability	137
Collaborative Learning of Communication Routes in Edge-Enabled Multi-Access Vehicular Environment	121
Beyond Cell-Free MIMO: Energy Efficient Reconfigurable Intelligent Surface Aided Cell-Free MIMO Communications	104
Automatic Modulation Classification Based on Deep Residual Networks With Multimodal Information	98
QoS Prediction for Service Recommendation With Features Learning in Mobile Edge Computing Environment	92
Fast-Convergent Federated Learning With Adaptive Weighting	91
Deep Reinforcement Learning Control for Radar Detection and Tracking in Congested Spectral Environments	77
UAV-Assisted Wireless Energy and Data Transfer With Deep Reinforcement Learning	77
Energy Efficient Reconfigurable Intelligent Surface Enabled Mobile Edge Computing Networks With NOMA	75
Channel Estimation Method and Phase Shift Design for Reconfigurable Intelligent Surface Assisted MIMO Networks	71
Robust Secure Beamforming for Wireless Powered Cognitive Satellite-Terrestrial Networks	67
Joint Transmit Beamforming and Phase Shift Design for Reconfigurable Intelligent Surface Assisted MIMO Systems	66
A Flow-Based Anomaly Detection Approach With Feature Selection Method Against DDoS Attacks in SDNs	66
Incentive Mechanisms for Federated Learning: From Economic and Game Theoretic Perspective	65
DeepReceiver: A Deep Learning-Based Intelligent Receiver for Wireless Communications in the Physical Layer	64
5G New Radio Unlicensed: Challenges and Evaluation	62
Optimization of Task Scheduling and Dynamic Service Strategy for Multi-UAV-Enabled Mobile-Edge Computing System	62
Secure and Energy Efficient Transmission for IRS-Assisted Cognitive Radio Networks	60
Deep Learning Based End-to-End Wireless Communication Systems Without Pilots	56
Generative Adversarial Network in the Air: Deep Adversarial Learning for Wireless Signal Spoofing	54

NAS-AMR: Neural Architecture Search-Based Automatic Modulation Recognition for Integrated Sensing and Communication Systems	53
Federated Learning for Automatic Modulation Classification Under Class Imbalance and Varying Noise Condition	52
Open Set Wireless Transmitter Authorization: Deep Learning Approaches and Dataset Considerations	51
OFDM-Guided Deep Joint Source Channel Coding for Wireless Multipath Fading Channels	51
Combined RF-Based Drone Detection and Classification	50
Reconfigurable Intelligent Surface Assisted Mobile Edge Computing With Heterogeneous Learning Tasks	50
Lightweight Automatic Modulation Classification Based on Decentralized Learning	49
Channel Estimation Approach for RIS Assisted MIMO Systems	49
Downlink CSI Feedback Algorithm With Deep Transfer Learning for FDD Massive MIMO Systems	48
Delay-Aware VNF Scheduling: A Reinforcement Learning Approach With Variable Action Set	47
Lightweight Deep Learning Based Intelligent Edge Surveillance Techniques	47
Federated Deep Reinforcement Learning for Traffic Monitoring in SDN-Based IoT Networks	46
Robust Beamforming Design for Intelligent Reflecting Surface Aided Cognitive Radio Systems With Imperfect Cascaded CSI	46
On the Performance of RIS-Assisted Dual-Hop Mixed RF-UWOC Systems	46
Weighted Sum-Rate Maximization for Multi-IRS-Assisted Full-Duplex Systems With Hardware Impairments	45
Hybrid Beamforming for Multi-Carrier Dual-Function Radar-Communication System	44
Shared Spectrum Monitoring Using Deep Learning	43
A 3D Non-Stationary Channel Model for 6G Wireless Systems Employing Intelligent Reflecting Surfaces With Practical Phase Shifts	43
Data-Importance Aware User Scheduling for Communication-Efficient Edge Machine Learning	41
Signal Modulation Classification Based on the Transformer Network	40
SigNet: A Novel Deep Learning Framework for Radio Signal Classification	40
NOMA-Based Multi-User Mobile Edge Computation Offloading via Cooperative Multi-Agent Deep Reinforcement Learning	39
Applications of Auction and Mechanism Design in Edge Computing: A Survey	38
Throughput Maximization With Energy Harvesting in UAV-Assisted Cognitive Mobile Relay Networks	37
Delay-Constrained Joint Power Control, User Detection and Passive Beamforming in Intelligent Reflecting Surface-Assisted Uplink mmWave System	37
Cooperative Hybrid Nonorthogonal Multiple Access-Based Mobile-Edge Computing in Cognitive Radio Networks	36
Secure Federated Learning by Power Control for Internet of Drones	36
Beam Management in Ultra-Dense mmWave Network via Federated Reinforcement Learning: An Intelligent and Secure Approach	35
Dynamic Resource Scaling for VNF Over Nonstationary Traffic: A Learning Approach	35
Federated Learning Over Noisy Channels: Convergence Analysis and Design Examples	35
Balancing Energy Consumption and Reputation Gain of UAV Scheduling in Edge Computing	35
Exploiting FD/HD Cooperative-NOMA in Underlay Cognitive Hybrid Satellite-Terrestrial Networks	34
A Robust Deep Learning-Based Beamforming Design for RIS-Assisted Multiuser MISO Communications With Practical Constraints	33
SSRCNN: A Semi-Supervised Learning Framework for Signal Recognition	32
Intelligent Joint Network Slicing and Routing via GCN-Powered Multi-Task Deep Reinforcement Learning	32
Visualizing Deep Learning-Based Radio Modulation Classifier	32
Performance of Adaptive Multi-User Underlay NOMA Transmission With Simple User Selection	31
Resource Allocation and Trajectory Design in UAV-Assisted Jamming Wideband Cognitive Radio Networks	31
Joint Energy and Trajectory Optimization for UAV-Enabled Relaying Network With Multi-Pair Users	30
Rate Splitting on Mobile Edge Computing for UAV-Aided IoT Systems	29
UAV-Aided Aerial Reconfigurable Intelligent Surface Communications With Massive MIMO System	29
A Novel Automatic Modulation Classification Scheme Based on Multi-Scale Networks	29
Intelligent Optimization of Availability and Communication Cost in Satellite-UAV Mobile Edge Caching System With Fault-Tolerant Codes	29
Machine Learning-Assisted Beam Alignment for mmWave Systems	28
Distributed Beamforming Techniques for Cell-Free Wireless Networks Using Deep Reinforcement Learning	28
Active Learning for Network Traffic Classification: A Technical Study	28
Time-Varying Channel Prediction for RIS-Assisted MU-MISO Networks via Deep Learning	28
Delay Optimization in Mobile Edge Computing: Cognitive UAV-Assisted eMBB and mMTC Services	27
Distributed Reinforcement Learning for Flexible and Efficient UAV Swarm Control	26
Measuring Sparsity of Wireless Channels	26

Edge Device Identification Based on Federated Learning and Network Traffic Feature Engineering	26
A Dual-Function Massive MIMO Uplink OFDM Communication and Radar Architecture	26
A Hybrid Architecture for Federated and Centralized Learning	26
UAV-Assisted Cooperative & Cognitive NOMA: Deployment, Clustering, and Resource Allocation	26
Deep Reinforcement Learning Optimal Transmission Algorithm for Cognitive Internet of Things With RF Energy Harvesting	25
Robust Beamformer Design in Active RIS-Assisted Multiuser MIMO Cognitive Radio Networks	25
A Deep Ensemble-Based Wireless Receiver Architecture for Mitigating Adversarial Attacks in Automatic Modulation Classification	25
Q-Learning-Based Spectrum Access for Multimedia Transmission Over Cognitive Radio Networks	24
Resource Allocation for NOMA-Enabled Cognitive Satellite–UAV–Terrestrial Networks With Imperfect CSI	24
Physical-Layer Security on Maximal Ratio Combining for SIMO Cognitive Radio Networks Over Cascaded κ-μ Fading Channels	23
A Family of Deep Learning Architectures for Channel Estimation and Hybrid Beamforming in Multi-Carrier mm-Wave Massive MIMO	23
Coordinated Beamforming for UAV-Aided Millimeter-Wave Communications Using GPML-Based Channel Estimation	23
Toward Next-Generation Signal Intelligence: A Hybrid Knowledge and Data-Driven Deep Learning Framework for Radio Signal Classification	23
Design of Communication Systems Using Deep Learning: A Variational Inference Perspective	23
Resource Allocation in Cognitive Radio-Enabled UAV Communication	22
Data-Aware Device Scheduling for Federated Edge Learning	22
Joint Buffer-Aided Hybrid-Duplex Relay Selection and Power Allocation for Secure Cognitive Networks With Double Deep Q-Network	22
Deep Learning Based Power Optimizing for NOMA Based Relay Aided D2D Transmissions	22
On Joint Offloading and Resource Allocation: A Double Deep Q-Network Approach	22
Average Peak Age of Information Analysis for Wireless Powered Cooperative Networks	22
RIS Configuration, Beamformer Design, and Power Control in Single-Cell and Multi-Cell Wireless Networks	21
STBC: A Novel Blockchain-Based Spectrum Trading Solution	21
Double Auction Mechanism for Resource Allocation in Satellite MEC	21
Learning-Based Hybrid Beamforming Design for Full-Duplex Millimeter Wave Systems	21
Toward Joint Learning of Optimal MAC Signaling and Wireless Channel Access	21
Intelligent Reflecting Surfaces and Spectrum Sensing for Cognitive Radio Networks	21
Bayesian Reinforcement Learning and Bayesian Deep Learning for Blockchains With Mobile Edge Computing	21
Blockchain-Empowered Federated Learning for Healthcare Metaverses: User-Centric Incentive Mechanism With Optimal Data Freshness	20
Series-Constellation Feature Based Blind Modulation Recognition for Beyond 5G MIMO-OFDM Systems With Channel Fading	20
Multi-Armed Bandit for Energy-Efficient and Delay-Sensitive Edge Computing in Dynamic Networks With Uncertainty	20
A Radio Signal Recognition Approach Based on Complex-Valued CNN and Self-Attention Mechanism	20
Multi-Agent Reinforcement Learning for Network Selection and Resource Allocation in Heterogeneous Multi-RAT Networks	20
Spatio-Temporal Spectrum Load Prediction Using Convolutional Neural Network and ResNet	19
Improving Energy Efficiency and QoS of LPWANs for IoT Using Q-Learning Based Data Routing	19
Machine Learning in NextG Networks via Generative Adversarial Networks	19
EMD and VMD Empowered Deep Learning for Radio Modulation Recognition	19
Distributed Resource Allocation for SWIPT-Based Cognitive Ad-Hoc Networks	19
Learning From Peers: Deep Transfer Reinforcement Learning for Joint Radio and Cache Resource Allocation in 5G RAN Slicing	19
Channel Estimation Enhancement With Generative Adversarial Networks	19
Intelligent Service Migration Based on Hidden State Inference for Mobile Edge Computing	19
Semantics-Native Communication via Contextual Reasoning	17
Multi-Agent Reinforcement Learning-Based Distributed Dynamic Spectrum Access	17
Radio Resource Management Approaches for Reliable Device-to-Device (D2D) Communication in Wireless Industrial Applications	17
Short-Packet Backscatter Assisted Wireless-Powered Relaying With NOMA: Mode Selection With Performance Estimation	17
Physical Layer Security for Wireless-Powered Ambient Backscatter Cooperative Communication Networks	17
Radio Frequency Fingerprinting Exploiting Non-Linear Memory Effect	17
A Fair and Cooperative MAC Protocol for Heterogeneous Cognitive Radio Enabled Vehicular Ad-Hoc Networks	17
Performance Impact of Coexistence Groups in a GAA-GAA Coexistence Scheme in the CBRS Band	16
Learning-Based Handover in Mobile Millimeter-Wave Networks	16
Fully Convolutional Neural Network-Based CSI Limited Feedback for FDD Massive MIMO Systems	16
Intelligent Reflecting Surface-Assisted mmWave Communication With Lens Antenna Array	16
WiST ID—Deep Learning-Based Large Scale Wireless Standard Technology Identification	16
Robust Beamforming Optimization for Self-Sustainable Intelligent Reflecting Surface Assisted Wireless Networks	16
Prediction and Modeling of Spectrum Occupancy for Dynamic Spectrum Access Systems	16
Sparse Bayesian Learning-Based 3-D Radio Environment Map Construction—Sampling Optimization, Scenario-Dependent Dictionary Construction, and Sparse Recovery	16
Multi-Operator Dynamic Spectrum Sharing for Wireless Communications: A Consortium Blockchain Enabled Framework	16
Radio Environment Map Construction Based on Spatial Statistics and Bayesian Hierarchical Model	15
Fine Timing and Frequency Synchronization for MIMO-OFDM: An Extreme Learning Approach	15
A PHY Layer Security of a Jamming-Based Underlay Cognitive Satellite-Terrestrial Network	15
Cooperative Edge Computing of Data Analytics for the Internet of Things	15
Sparse Array Selection Across Arbitrary Sensor Geometries With Deep Transfer Learning	15
Efficient Computation Offloading and Resource Allocation Scheme for Opportunistic Access Fog-Cloud Computing Networks	14
A Hybrid Model-Based and Data-Driven Approach to Spectrum Sharing in mmWave Cellular Networks	14
Performance Analysis of IoT-Based Overlay Satellite-Terrestrial Networks Under Interference	14
Cooperative Multi-Agent Deep Reinforcement Learning for Resource Management in Full Flexible VHTS Systems	14
Artificial Intelligence Empowered QoS-Oriented Network Association for Next-Generation Mobile Networks	14
Load Balancing for Distributed Intelligent Edge Computing: A State-Based Game Approach	14
Context-Based Semantic Communication via Dynamic Programming	14
Achievable Rates of Opportunistic Cognitive Radio Systems Using Reconfigurable Antennas With Imperfect Sensing and Channel Estimation	13
Multi-Task Based Deep Learning Approach for Open-Set Wireless Signal Identification in ISM Band	13
Deep Learning-Based Joint NOMA Signal Detection and Power Allocation in Cognitive Radio Networks	13
Multiuser Scheduling in Centralized Cognitive Radio Networks: A Multi-Armed Bandit Approach	13
An Improved Initialization Method for Fast Learning in Long Short-Term Memory-Based Markovian Spectrum Prediction	13
Performance of CSI-Based Power Control and NOMA/OMA Switching for Uplink Underlay Networks With Imperfect SIC	13
Residual-Aided End-to-End Learning of Communication System Without Known Channel	12
Throughput Optimization for Noma Energy Harvesting Cognitive Radio With Multi-UAV-Assisted Relaying Under Security Constraints	12
GoodPut, Collision Probability and Network Stability of Energy-Harvesting Cognitive-Radio IoT Networks	12
Non-Orthogonal Multiple Access Enhanced Multi-User Semantic Communication	12
Riemannian Mean Shift-Based Data Fusion Scheme for Multi-Antenna Cooperative Spectrum Sensing	12
Lightweight Automatic Modulation Classification via Progressive Differentiable Architecture Search	12

Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inference	12
Hybrid Time-Switching and Power-Splitting EH Relaying for RIS-NOMA Downlink	12
Outage Analysis in SWIPT Enabled Cooperative AF/DF Relay Assisted Two-Way Spectrum Sharing Communication	12
Joint Channel Estimation and Decoding for Polar Coded SCMA System Over Fading Channels	12
A Data-Driven Self-Optimization Solution for Inter-Frequency Mobility Parameters in Emerging Networks	12
Cooperative Topology Sensing of Wireless Networks With Distributed Sensors	12
Social-Aware Proactive Content Caching and Sharing in Multi-Access Edge Networks	12
Deep Neural Network: An Alternative to Traditional Channel Estimators in Massive MIMO Systems	12
Detection of Direct Sequence Spread Spectrum Signals Based on Deep Learning	11
Deep Learning-Aided Signal Detection for Two-Stage Index Modulated Universal Filtered Multi-Carrier Systems	11
Short-Packet Communications for UAV-Based NOMA Systems Under Imperfect CSI and SIC	11
New Asynchronous Channel-Hopping Sequences for Cognitive-Radio Wireless Networks	11
Communication-Efficient and Federated Multi-Agent Reinforcement Learning	11
MRIRS: Mobile Ad Hoc Routing Assisted With Intelligent Reflecting Surfaces	11
A Multi-Blockchain Scheme for Distributed Spectrum Sharing in CBRS System	11
Performance of CDRT-Based Underlay Downlink NOMA Network With Combining at the Users	11
Blockchain-Empowered Resource Allocation in Multi-UAV-Enabled 5G-RAN: A Multi-Agent Deep Reinforcement Learning Approach	11
An Emergent Self-Awareness Module for Physical Layer Security in Cognitive UAV Radios	11
Energy Efficient Power Control for Cognitive Multibeam-Satellite Terrestrial Networks With Poisson Distributed Users	11
On-Device Cognitive Spectrum Allocation for Coexisting URLLC and eMBB Users in 5G Systems	11
Multi-Dimensional Polarized Modulation for Land Mobile Satellite Communications	11
MAGNNETO: A Graph Neural Network-Based Multi-Agent System for Traffic Engineering	11
Random Fourier Feature-Based Deep Learning for Wireless Communications	11
QoE-Aware Resource Allocation for Non-Orthogonal Multiple Access Enhanced HetNets	10
Normalized Min-Sum Neural Network for LDPC Decoding	10
Trustworthy and Context-Aware Distributed Online Learning With Autoscaling for Content Caching in Collaborative Mobile Edge Computing	10
Cognitive Multi-User Multi-Relay Network: A Decentralized Scheduling Technique	10
Secrecy Outage Analysis of CR-SWIPT Networks With Artificial Noise and Spatially Random Secondary Terminals	10
Semantic Coding for Text Transmission: An Iterative Design	10
Cooperative Task Offloading and Content Delivery for Heterogeneous Demands: A Matching Game-Theoretic Approach	10
A Game-Theoretic Framework for Coexistence of WiFi and Cellular Networks in the 6-GHz Unlicensed Spectrum	10
Turbo Detection Aided Autoencoder for Multicarrier Wireless Systems: Integrating Deep Learning Into Channel Coded Systems	10
LEOPARD: Parallel Optimal Deep Echo State Network Prediction Improves Service Coverage for UAV-Assisted Outdoor Hotspots	10
Embedding-Assisted Attentional Deep Learning for Real-World RF Fingerprinting of Bluetooth	10
Joint Optimization of Video-Based AI Inference Tasks in MEC-Assisted Augmented Reality Systems	10
Multi-Layer Computation Offloading in Distributed Heterogeneous Mobile Edge Computing Networks	10
Millimeter Wave Communications on Overhead Messenger Wire: Deep Reinforcement Learning-Based Predictive Beam Tracking	10