IEEE Transactions on Neural Networks and Learning Systems

Article	Citations
A Comprehensive Survey on Graph Neural Networks	3962
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects	971
A Survey of the Usages of Deep Learning for Natural Language Processing	800
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications	782
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data	732
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI	707
Deep Subdomain Adaptation Network for Image Classification	487
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints	391
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints	350
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties	344
When Gaussian Process Meets Big Data: A Review of Scalable GPs	339
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks	337
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation	304
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems	293
A Semisupervised Recurrent Convolutional Attention Model for Human Activity Recognition	276
Attention in Natural Language Processing	259
Learning From Noisy Labels With Deep Neural Networks: A Survey	253
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation	245
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review	236
Lightweight Pyramid Networks for Image Deraining	232
Towards Personalized Federated Learning	229
Finite-Time Consensus of Second-Order Switched Nonlinear Multi-Agent Systems	228
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks	217
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey	206
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser	195

State-Saturated Recursive Filter Design for Stochastic Time-Varying Nonlinear Complex Networks Under Deception Attacks	186
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems	177
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation	172
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control	165
Unsupervised Anomaly Detection With LSTM Neural Networks	161
A Survey on Evolutionary Neural Architecture Search	156
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory	156
Cross-Modal Attention With Semantic Consistence for Image–Text Matching	155
Skip-Connected Covariance Network for Remote Sensing Scene Classification	153
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy	152
diffGrad: An Optimization Method for Convolutional Neural Networks	145
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition	144
Scene Segmentation With Dual Relation-Aware Attention Network	144
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition	143
Deep Neural Networks and Tabular Data: A Survey	142
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks	140
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation	140
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults	134
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks	131
A Comprehensive Survey on Community Detection With Deep Learning	131
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation	129
Distributed Finite-Time Fault-Tolerant Containment Control for Multiple Unmanned Aerial Vehicles	126
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies	125
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle	123
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States	123
Domain Adaptation With Neural Embedding Matching	121
Variance-Constrained Recursive State Estimation for Time-Varying Complex Networks With Quantized Measurements and Uncertain Inner Coupling	121
Person Reidentification via Multi-Feature Fusion With Adaptive Graph Learning	119
Why ResNet Works? Residuals Generalize	119
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training	118
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification	118
Event-Based Adaptive Neural Tracking Control for Discrete-Time Stochastic Nonlinear Systems: A Triggering Threshold Compensation Strategy	113
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems	113
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation	111
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction	111
Deep Reinforcement Learning-Based Automatic Exploration for Navigation in Unknown Environment	111
Deep Reinforcement Learning for Cyber Security	109
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising	108
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle	108
Model Pruning Enables Efficient Federated Learning on Edge Devices	107
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing	106
Rethinking 3-D LiDAR Point Cloud Segmentation	105
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data	105
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition	103
Heterogeneous Domain Adaptation: An Unsupervised Approach	103
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification	102
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images	102
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption	102
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption	101
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture	101

C-CNN: Contourlet Convolutional Neural Networks	101
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints	99
Neural Cryptography Based on Complex-Valued Neural Network	98
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks	97
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis	96
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching	96
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion	96
Teacher–Student Curriculum Learning	96
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface	96
Open Set Domain Adaptation: Theoretical Bound and Algorithm	96
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications	96
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing	95
Activated Gradients for Deep Neural Networks	95
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery	95
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints	95
Disturbance Observer-Based Neural Network Control of Cooperative Multiple Manipulators With Input Saturation	94
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control	94
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems	93
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems	93
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images	92
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks	91
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis	91
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening	91
Deep Clustering With Sample-Assignment Invariance Prior	91
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems	91
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns	90
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples	90
Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy	89
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays	88
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning	88
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder	88
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series	87
IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images	87
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification	86
A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process	86
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis	86
An L 1-and-L 2-Norm-Oriented Latent Factor Model for Recommender Systems	86
Minimax and Biobjective Portfolio Selection Based on Collaborative Neurodynamic Optimization	85
Backdoor Learning: A Survey	85
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization	85
Event-Triggered Output Feedback Synchronization of Master–Slave Neural Networks Under Deception Attacks	85
USV Formation and Path-Following Control via Deep Reinforcement Learning With Random Braking	84
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation	84
Guide Subspace Learning for Unsupervised Domain Adaptation	84
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing	84
Asymptotic and Finite-Time Cluster Synchronization of Coupled Fractional-Order Neural Networks With Time Delay	83
H ∞ State Estimation for Neural Networks With General Activation Function and Mixed Time-Varying Delays	83
Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters	83
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification	82
Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing	82
Six-DOF Spacecraft Optimal Trajectory Planning and Real-Time Attitude Control: A Deep Neural Network-Based Approach	82
CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning	81
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting	81
New Criteria for Stability of Neutral-Type Neural Networks With Multiple Time Delays	81
AttentionGAN: Unpaired Image-to-Image Translation Using Attention-Guided Generative Adversarial Networks	81
Model-Based Event-Triggered Tracking Control of Underactuated Surface Vessels With Minimum Learning Parameters	80
Hyperspectral Pansharpening With Deep Priors	80
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks	80
Neural-Network-Based Adaptive Resilient Dynamic Surface Control Against Unknown Deception Attacks of Uncertain Nonlinear Time-Delay Cyberphysical Systems	80
Attention-Emotion-Enhanced Convolutional LSTM for Sentiment Analysis	80
A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems	80
Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems	79
Deep Subspace Clustering	79
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering	79
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy	78
Distributed Path Following of Multiple Under-Actuated Autonomous Surface Vehicles Based on Data-Driven Neural Predictors via Integral Concurrent Learning	78
Neural-Network-Based Adaptive Event-Triggered Consensus Control of Nonstrict-Feedback Nonlinear Systems	78
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment	78
Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks	77
Synchronization of Switched Discrete-Time Neural Networks via Quantized Output Control With Actuator Fault	77
Lightweight Deep Neural Network for Joint Learning of Underwater Object Detection and Color Conversion	76
Observer-Based Adaptive Neural Networks Control for Large-Scale Interconnected Systems With Nonconstant Control Gains	76
Design and Implementation of Deep Neural Network-Based Control for Automatic Parking Maneuver Process	76
New Generation Deep Learning for Video Object Detection: A Survey	75
A Novel Supertwisting Zeroing Neural Network With Application to Mobile Robot Manipulators	75
Top-k Feature Selection Framework Using Robust 0–1 Integer Programming	75
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network	75
Central Attention Network for Hyperspectral Imagery Classification	75
CED: A Distance for Complex Mass Functions	75
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation	75

Exponential Stability of Fractional-Order Complex Multi-Links Networks With Aperiodically Intermittent Control	75
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain	74
A Dynamic Event-Triggered Approach to Recursive Filtering for Complex Networks With Switching Topologies Subject to Random Sensor Failures	74
Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks	73
Complex-Valued Discrete-Time Neural Dynamics for Perturbed Time-Dependent Complex Quadratic Programming With Applications	73
Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling	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
Ternary Compression for Communication-Efficient Federated Learning	73
Neural Machine Translation With GRU-Gated Attention Model	73
A Survey of End-to-End Driving: Architectures and Training Methods	73
Learning Improvement Heuristics for Solving Routing Problems	72
Convolutional Sparse Support Estimator-Based COVID-19 Recognition From X-Ray Images	72
Neural Network-Based Information Transfer for Dynamic Optimization	72
Distributed Cooperative Learning Control of Uncertain Multiagent Systems With Prescribed Performance and Preserved Connectivity	71
PM₂.₅ Monitoring: Use Information Abundance Measurement and Wide and Deep Learning	71
Fault Diagnosis of Hydraulic Systems Based on Deep Learning Model With Multirate Data Samples	71
A Deep Supervised Learning Framework for Data-Driven Soft Sensor Modeling of Industrial Processes	70
Distributed Fault-Tolerant Containment Control Protocols for the Discrete-Time Multiagent Systems via Reinforcement Learning Method	70
Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity	69
Mittag–Leffler Synchronization of Delayed Fractional Memristor Neural Networks via Adaptive Control	69
Deep Adaptive Input Normalization for Time Series Forecasting	68
Adaptive Finite-Time Neural Network Control of Nonlinear Systems With Multiple Objective Constraints and Application to Electromechanical System	68
Stability and Stabilization in Probability of Probabilistic Boolean Networks	68
Neuroadaptive Control for Complicated Underactuated Systems With Simultaneous Output and Velocity Constraints Exerted on Both Actuated and Unactuated States	68
Finite-Time Tracking Control for Nonlinear Systems via Adaptive Neural Output Feedback and Command Filtered Backstepping	67
Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach	67
A Survey of Computational Intelligence Techniques for Wind Power Uncertainty Quantification in Smart Grids	67
Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning	67
GBDT-MO: Gradient-Boosted Decision Trees for Multiple Outputs	67
A Survey of Visual Transformers	67
Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data	67
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks	66
Modeling Event Propagation via Graph Biased Temporal Point Process	66
Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic	66
Privacy and Robustness in Federated Learning: Attacks and Defenses	66
Event-Triggered Exponential Synchronization for Complex-Valued Memristive Neural Networks With Time-Varying Delays	65
Event-Triggered Synchronization for Neutral-Type Semi-Markovian Neural Networks With Partial Mode-Dependent Time-Varying Delays	65
Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection	65
Event-Triggered Approximate Optimal Path-Following Control for Unmanned Surface Vehicles With State Constraints	65
Cooperative Fault-Tolerant Output Regulation for Multiagent Systems by Distributed Learning Control Approach	64
RNN for Repetitive Motion Generation of Redundant Robot Manipulators: An Orthogonal Projection-Based Scheme	64
RNN for Perturbed Manipulability Optimization of Manipulators Based on a Distributed Scheme: A Game-Theoretic Perspective	64
Enhanced Sparsity Prior Model for Low-Rank Tensor Completion	64
Motion Planning and Adaptive Neural Tracking Control of an Uncertain Two-Link Rigid–Flexible Manipulator With Vibration Amplitude Constraint	63
Deep Blind Hyperspectral Image Super-Resolution	63
PEPSI++: Fast and Lightweight Network for Image Inpainting	63
Data-Driven Adaptive Disturbance Observers for Model-Free Trajectory Tracking Control of Maritime Autonomous Surface Ships	63
Entropy and Confidence-Based Undersampling Boosting Random Forests for Imbalanced Problems	63
Learning Deep Gradient Descent Optimization for Image Deconvolution	63
Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification	63
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	62
A3 CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification	62
A Wide-Deep-Sequence Model-Based Quality Prediction Method in Industrial Process Analysis	62
Adaptive Neural Network Control of a Flexible Spacecraft Subject to Input Nonlinearity and Asymmetric Output Constraint	62
Deterministic Learning-Based Adaptive Neural Control for Nonlinear Full-State Constrained Systems	62
Adaptive Resilient Event-Triggered Control Design of Autonomous Vehicles With an Iterative Single Critic Learning Framework	62
Radial-Based Oversampling for Multiclass Imbalanced Data Classification	61
Finite-Horizon $H_{\infty}$ State Estimation for Periodic Neural Networks Over Fading Channels	61
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models	61
The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks	61
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection	61
Deep Reinforcement Learning: A Survey	61
Combination of Transferable Classification With Multisource Domain Adaptation Based on Evidential Reasoning	61
Fault Diagnosis of Complex Processes Using Sparse Kernel Local Fisher Discriminant Analysis	61
Performance Guaranteed Consensus Tracking Control of Nonlinear Multiagent Systems: A Finite-Time Function-Based Approach	60
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series	60
Robust Unsupervised Video Anomaly Detection by Multipath Frame Prediction	60
Optimal Power Management Based on Q-Learning and Neuro-Dynamic Programming for Plug-in Hybrid Electric Vehicles	59
Segmenting Objects in Day and Night: Edge-Conditioned CNN for Thermal Image Semantic Segmentation	59
Deep Learning-Based Model Predictive Control for Continuous Stirred-Tank Reactor System	59
Event-Triggered Adaptive Dynamic Programming for Unmatched Uncertain Nonlinear Continuous-Time Systems	58
Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement	58
Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle	58
Distributional Soft Actor-Critic: Off-Policy Reinforcement Learning for Addressing Value Estimation Errors	58
Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning	58
Adaptive NN-Based Consensus for a Class of Nonlinear Multiagent Systems With Actuator Faults and Faulty Networks	58
Adaptive Neural Network Finite-Time Dynamic Surface Control for Nonlinear Systems	57
Unsupervised Domain Adaptation With Adversarial Residual Transform Networks	57
Optimal Tracking Control of Nonlinear Multiagent Systems Using Internal Reinforce Q-Learning	57
Sampled-Data Synchronization of Stochastic Markovian Jump Neural Networks With Time-Varying Delay	57
Exponential Synchronization of Delayed Memristor-Based Uncertain Complex-Valued Neural Networks for Image Protection	57
Event-Triggered Multigradient Recursive Reinforcement Learning Tracking Control for Multiagent Systems	57
When Dictionary Learning Meets Deep Learning: Deep Dictionary Learning and Coding Network for Image Recognition With Limited Data	56
Safe Intermittent Reinforcement Learning With Static and Dynamic Event Generators	56
Convolutional Neural Network for Behavioral Modeling and Predistortion of Wideband Power Amplifiers	56
Path Tracking Control of Autonomous Vehicles Subject to Deception Attacks via a Learning-Based Event-Triggered Mechanism	56
Two-Stream Deep Hashing With Class-Specific Centers for Supervised Image Search	56
Adaptive Bipartite Fixed-Time Time-Varying Output Formation-Containment Tracking of Heterogeneous Linear Multiagent Systems	56
Adaptive Neural Network-Based Filter Design for Nonlinear Systems With Multiple Constraints	55
Decentralized Adaptive Neuro-Output Feedback Saturated Control for INS and Its Application to AUV	55
Graph-Based Semi-Supervised Learning: A Comprehensive Review	55
Memory Attention Networks for Skeleton-Based Action Recognition	55
Neural Adaptive Self-Triggered Control for Uncertain Nonlinear Systems With Input Hysteresis	54
Vehicle Detection From UAV Imagery With Deep Learning: A Review	54