IEEE Transactions on Neural Networks and Learning Systems

Article	Citations
A Comprehensive Survey on Graph Neural Networks	4257
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects	1122
A Survey of the Usages of Deep Learning for Natural Language Processing	865
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications	862
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI	766
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data	765
Deep Subdomain Adaptation Network for Image Classification	524
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints	418
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints	383
When Gaussian Process Meets Big Data: A Review of Scalable GPs	356
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties	353
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks	351
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation	318
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems	296
Attention in Natural Language Processing	279
Learning From Noisy Labels With Deep Neural Networks: A Survey	273
Towards Personalized Federated Learning	261
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review	254
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation	250
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey	227
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks	224
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser	202
State-Saturated Recursive Filter Design for Stochastic Time-Varying Nonlinear Complex Networks Under Deception Attacks	192
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems	188
A Survey on Evolutionary Neural Architecture Search	179

Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation	176
Unsupervised Anomaly Detection With LSTM Neural Networks	174
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control	166
Cross-Modal Attention With Semantic Consistence for Image–Text Matching	159
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory	158
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy	158
Deep Neural Networks and Tabular Data: A Survey	154
Scene Segmentation With Dual Relation-Aware Attention Network	154
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition	153
diffGrad: An Optimization Method for Convolutional Neural Networks	152
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks	152
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition	150
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation	148
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation	145
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults	140
A Comprehensive Survey on Community Detection With Deep Learning	140
Why ResNet Works? Residuals Generalize	138
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks	138
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle	136
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies	133
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States	132
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification	131
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training	127
Model Pruning Enables Efficient Federated Learning on Edge Devices	126
Domain Adaptation With Neural Embedding Matching	125
Deep Reinforcement Learning for Cyber Security	123
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems	123
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle	119
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption	119
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation	117
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing	117
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data	116
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction	115
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification	112
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising	111
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption	109
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images	108
Open Set Domain Adaptation: Theoretical Bound and Algorithm	107
C-CNN: Contourlet Convolutional Neural Networks	106
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints	106
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems	105
Heterogeneous Domain Adaptation: An Unsupervised Approach	105
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture	105
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion	104
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition	104
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images	104
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks	103
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery	102
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis	101
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching	101

Teacher–Student Curriculum Learning	101
Activated Gradients for Deep Neural Networks	101
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications	101
Rethinking 3-D LiDAR Point Cloud Segmentation	100
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface	100
Neural Cryptography Based on Complex-Valued Neural Network	100
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints	99
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems	99
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing	98
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing	98
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control	98
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning	97
Backdoor Learning: A Survey	97
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems	97
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis	97
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening	95
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns	94
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks	94
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder	93
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series	93
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays	93
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples	93
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification	93
Deep Clustering With Sample-Assignment Invariance Prior	92
Event-Triggered Output Feedback Synchronization of Master–Slave Neural Networks Under Deception Attacks	91
Minimax and Biobjective Portfolio Selection Based on Collaborative Neurodynamic Optimization	91
Six-DOF Spacecraft Optimal Trajectory Planning and Real-Time Attitude Control: A Deep Neural Network-Based Approach	91
Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing	90
An L 1-and-L 2-Norm-Oriented Latent Factor Model for Recommender Systems	89
USV Formation and Path-Following Control via Deep Reinforcement Learning With Random Braking	89
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting	89
Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy	89
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis	89
H ∞ State Estimation for Neural Networks With General Activation Function and Mixed Time-Varying Delays	88
Attention-Emotion-Enhanced Convolutional LSTM for Sentiment Analysis	88
A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process	88
Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks	88
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization	88
AttentionGAN: Unpaired Image-to-Image Translation Using Attention-Guided Generative Adversarial Networks	87
Guide Subspace Learning for Unsupervised Domain Adaptation	87
New Generation Deep Learning for Video Object Detection: A Survey	87
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification	87
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation	86
Asymptotic and Finite-Time Cluster Synchronization of Coupled Fractional-Order Neural Networks With Time Delay	86
A Survey of Visual Transformers	86
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks	86
Lightweight Deep Neural Network for Joint Learning of Underwater Object Detection and Color Conversion	86
Deep Subspace Clustering	86
Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems	85
Neural-Network-Based Adaptive Event-Triggered Consensus Control of Nonstrict-Feedback Nonlinear Systems	85
Distributed Path Following of Multiple Under-Actuated Autonomous Surface Vehicles Based on Data-Driven Neural Predictors via Integral Concurrent Learning	85
IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images	85
Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters	85
CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning	83
A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems	83
Model-Based Event-Triggered Tracking Control of Underactuated Surface Vessels With Minimum Learning Parameters	83
Learning Improvement Heuristics for Solving Routing Problems	83
Design and Implementation of Deep Neural Network-Based Control for Automatic Parking Maneuver Process	82
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy	82
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment	82
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain	82
Neural-Network-Based Adaptive Resilient Dynamic Surface Control Against Unknown Deception Attacks of Uncertain Nonlinear Time-Delay Cyberphysical Systems	82
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering	81
Central Attention Network for Hyperspectral Imagery Classification	80
Distributed Fault-Tolerant Containment Control Protocols for the Discrete-Time Multiagent Systems via Reinforcement Learning Method	80
Observer-Based Adaptive Neural Networks Control for Large-Scale Interconnected Systems With Nonconstant Control Gains	80
Synchronization of Switched Discrete-Time Neural Networks via Quantized Output Control With Actuator Fault	80
A Novel Supertwisting Zeroing Neural Network With Application to Mobile Robot Manipulators	80
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network	80
A Survey of End-to-End Driving: Architectures and Training Methods	80
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation	79
GBDT-MO: Gradient-Boosted Decision Trees for Multiple Outputs	79
Convolutional Sparse Support Estimator-Based COVID-19 Recognition From X-Ray Images	79
Ternary Compression for Communication-Efficient Federated Learning	78
Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling	78
CED: A Distance for Complex Mass Functions	77
Exponential Stability of Fractional-Order Complex Multi-Links Networks With Aperiodically Intermittent Control	77
Neural Machine Translation With GRU-Gated Attention Model	77
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks	76
A Dynamic Event-Triggered Approach to Recursive Filtering for Complex Networks With Switching Topologies Subject to Random Sensor Failures	76

Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks	76
Event-Triggered Approximate Optimal Path-Following Control for Unmanned Surface Vehicles With State Constraints	76
Top-k Feature Selection Framework Using Robust 0–1 Integer Programming	76
Deep Adaptive Input Normalization for Time Series Forecasting	75
Complex-Valued Discrete-Time Neural Dynamics for Perturbed Time-Dependent Complex Quadratic Programming With Applications	75
Distributed Cooperative Learning Control of Uncertain Multiagent Systems With Prescribed Performance and Preserved Connectivity	75
Fault Diagnosis of Hydraulic Systems Based on Deep Learning Model With Multirate Data Samples	74
A Deep Supervised Learning Framework for Data-Driven Soft Sensor Modeling of Industrial Processes	73
Adaptive Neural Network Control of a Flexible Spacecraft Subject to Input Nonlinearity and Asymmetric Output Constraint	73
PM₂.₅ Monitoring: Use Information Abundance Measurement and Wide and Deep Learning	73
Mittag–Leffler Synchronization of Delayed Fractional Memristor Neural Networks via Adaptive Control	73
Finite-Time Tracking Control for a Class of Uncertain Strict-Feedback Nonlinear Systems With State Constraints: A Smooth Control Approach	73
Learning Robust Discriminant Subspace Based on Joint L₂,ₚ- and L₂,ₛ-Norm Distance Metrics	73
Adaptive Finite-Time Neural Network Control of Nonlinear Systems With Multiple Objective Constraints and Application to Electromechanical System	72
Deep Reinforcement Learning: A Survey	72
Hyperspectral and SAR Image Classification via Multiscale Interactive Fusion Network	71
Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity	71
Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data	71
Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning	71
Privacy and Robustness in Federated Learning: Attacks and Defenses	71
Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach	71
Robust Unsupervised Video Anomaly Detection by Multipath Frame Prediction	70
Data-Driven Adaptive Disturbance Observers for Model-Free Trajectory Tracking Control of Maritime Autonomous Surface Ships	70
The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks	70
Neuroadaptive Control for Complicated Underactuated Systems With Simultaneous Output and Velocity Constraints Exerted on Both Actuated and Unactuated States	70
Entropy and Confidence-Based Undersampling Boosting Random Forests for Imbalanced Problems	69
Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection	69
A Survey of Computational Intelligence Techniques for Wind Power Uncertainty Quantification in Smart Grids	69
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series	69
Motion Planning and Adaptive Neural Tracking Control of an Uncertain Two-Link Rigid–Flexible Manipulator With Vibration Amplitude Constraint	69
RNN for Repetitive Motion Generation of Redundant Robot Manipulators: An Orthogonal Projection-Based Scheme	68
Event-Triggered Exponential Synchronization for Complex-Valued Memristive Neural Networks With Time-Varying Delays	68
Stability and Stabilization in Probability of Probabilistic Boolean Networks	68
Finite-Time Tracking Control for Nonlinear Systems via Adaptive Neural Output Feedback and Command Filtered Backstepping	68
Adaptive Resilient Event-Triggered Control Design of Autonomous Vehicles With an Iterative Single Critic Learning Framework	68
Deep Blind Hyperspectral Image Super-Resolution	68
A3 CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification	67
Self-Supervised Learning for Electroencephalography	67
Distributional Soft Actor-Critic: Off-Policy Reinforcement Learning for Addressing Value Estimation Errors	67
Radial-Based Oversampling for Multiclass Imbalanced Data Classification	66
Event-Triggered Synchronization for Neutral-Type Semi-Markovian Neural Networks With Partial Mode-Dependent Time-Varying Delays	66
Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic	66
Modeling Event Propagation via Graph Biased Temporal Point Process	66
RNN for Perturbed Manipulability Optimization of Manipulators Based on a Distributed Scheme: A Game-Theoretic Perspective	66
Performance Guaranteed Consensus Tracking Control of Nonlinear Multiagent Systems: A Finite-Time Function-Based Approach	65
Segmenting Objects in Day and Night: Edge-Conditioned CNN for Thermal Image Semantic Segmentation	65
Convolutional Neural Network for Behavioral Modeling and Predistortion of Wideband Power Amplifiers	65
Cooperative Fault-Tolerant Output Regulation for Multiagent Systems by Distributed Learning Control Approach	64
Combination of Transferable Classification With Multisource Domain Adaptation Based on Evidential Reasoning	64
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	64
Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement	64
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection	64
A Wide-Deep-Sequence Model-Based Quality Prediction Method in Industrial Process Analysis	64
PEPSI++: Fast and Lightweight Network for Image Inpainting	64
Sampled-Data Synchronization of Stochastic Markovian Jump Neural Networks With Time-Varying Delay	64
Optimal Tracking Control of Nonlinear Multiagent Systems Using Internal Reinforce Q-Learning	63
Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification	63
Graph-Based Semi-Supervised Learning: A Comprehensive Review	63
Learning Deep Gradient Descent Optimization for Image Deconvolution	63
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models	63
Deterministic Learning-Based Adaptive Neural Control for Nonlinear Full-State Constrained Systems	62
Robust Online Tensor Completion for IoT Streaming Data Recovery	62
Deep Learning-Based Model Predictive Control for Continuous Stirred-Tank Reactor System	62
Event-Triggered Multigradient Recursive Reinforcement Learning Tracking Control for Multiagent Systems	62
Enhanced Sparsity Prior Model for Low-Rank Tensor Completion	62
Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle	62
Adaptive Neural Network Finite-Time Dynamic Surface Control for Nonlinear Systems	61
Adaptive NN-Based Consensus for a Class of Nonlinear Multiagent Systems With Actuator Faults and Faulty Networks	61
Memory Attention Networks for Skeleton-Based Action Recognition	61
Event-Triggered Adaptive Dynamic Programming for Unmatched Uncertain Nonlinear Continuous-Time Systems	61
Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning	60
Exponential Synchronization of Delayed Memristor-Based Uncertain Complex-Valued Neural Networks for Image Protection	60
Asymmetric Feature Fusion Network for Hyperspectral and SAR Image Classification	60
When Dictionary Learning Meets Deep Learning: Deep Dictionary Learning and Coding Network for Image Recognition With Limited Data	60
Path Tracking Control of Autonomous Vehicles Subject to Deception Attacks via a Learning-Based Event-Triggered Mechanism	60
DIET-SNN: A Low-Latency Spiking Neural Network With Direct Input Encoding and Leakage and Threshold Optimization	59
Self-Paced Clustering Ensemble	59
Adaptive Tracking Control for Perturbed Strict-Feedback Nonlinear Systems Based on Optimized Backstepping Technique	59
Adaptive Bipartite Fixed-Time Time-Varying Output Formation-Containment Tracking of Heterogeneous Linear Multiagent Systems	59
Vehicle Detection From UAV Imagery With Deep Learning: A Review	58
Dual-Path Deep Fusion Network for Face Image Hallucination	58
Neural Adaptive Self-Triggered Control for Uncertain Nonlinear Systems With Input Hysteresis	58
Ensemble Stochastic Configuration Networks for Estimating Prediction Intervals: A Simultaneous Robust Training Algorithm and Its Application	58
Transfer Adaptation Learning: A Decade Survey	58
Privacy-Preserving Asynchronous Vertical Federated Learning Algorithms for Multiparty Collaborative Learning	57
Decentralized Adaptive Neuro-Output Feedback Saturated Control for INS and Its Application to AUV	57
Unsupervised Domain Adaptation With Adversarial Residual Transform Networks	57
Learning to Learn Adaptive Classifier–Predictor for Few-Shot Learning	57
Intelligent Fault Diagnosis of Gearbox Under Variable Working Conditions With Adaptive Intraclass and Interclass Convolutional Neural Network	57
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery	57
Safe Intermittent Reinforcement Learning With Static and Dynamic Event Generators	57
Multipixel Anomaly Detection With Unknown Patterns for Hyperspectral Imagery	56
Adaptive Neural Network-Based Filter Design for Nonlinear Systems With Multiple Constraints	56
Adaptive Neural Fixed-Time Tracking Control for High-Order Nonlinear Systems	56
Morphological Feature Visualization of Alzheimer’s Disease via Multidirectional Perception GAN	56