IEEE Transactions on Neural Networks and Learning Systems

Article	Citations
A Comprehensive Survey on Graph Neural Networks	3843
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects	918
A Survey of the Usages of Deep Learning for Natural Language Processing	764
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications	750
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data	705
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI	682
Deep Subdomain Adaptation Network for Image Classification	460
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints	375
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties	333
When Gaussian Process Meets Big Data: A Review of Scalable GPs	332
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints	331
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks	329
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation	296
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems	291
A Semisupervised Recurrent Convolutional Attention Model for Human Activity Recognition	273
Attention in Natural Language Processing	247
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation	240
Learning From Noisy Labels With Deep Neural Networks: A Survey	239
Lightweight Pyramid Networks for Image Deraining	227
Finite-Time Consensus of Second-Order Switched Nonlinear Multi-Agent Systems	225
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review	224
Towards Personalized Federated Learning	216
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks	209
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey	202
Completely Automated CNN Architecture Design Based on Blocks	188

Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser	185
State-Saturated Recursive Filter Design for Stochastic Time-Varying Nonlinear Complex Networks Under Deception Attacks	182
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems	173
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation	171
Adaptive Global Sliding-Mode Control for Dynamic Systems Using Double Hidden Layer Recurrent Neural Network Structure	170
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control	162
Unsupervised Anomaly Detection With LSTM Neural Networks	154
Cross-Modal Attention With Semantic Consistence for Image–Text Matching	151
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory	150
Skip-Connected Covariance Network for Remote Sensing Scene Classification	150
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy	145
Multi-Objective Evolutionary Federated Learning	144
A Survey on Evolutionary Neural Architecture Search	143
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition	140
Scene Segmentation With Dual Relation-Aware Attention Network	138
Deep Neural Networks and Tabular Data: A Survey	138
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation	138
diffGrad: An Optimization Method for Convolutional Neural Networks	137
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition	136
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks	136
A Comprehensive Survey on Community Detection With Deep Learning	133
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks	130
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults	130
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation	124
Distributed Finite-Time Fault-Tolerant Containment Control for Multiple Unmanned Aerial Vehicles	122
Rethinking 3-D LiDAR Point Cloud Segmentation	120
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies	120
Variance-Constrained Recursive State Estimation for Time-Varying Complex Networks With Quantized Measurements and Uncertain Inner Coupling	118
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training	118
Domain Adaptation With Neural Embedding Matching	118
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle	116
Person Reidentification via Multi-Feature Fusion With Adaptive Graph Learning	116
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States	116
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification	113
Why ResNet Works? Residuals Generalize	113
Event-Based Adaptive Neural Tracking Control for Discrete-Time Stochastic Nonlinear Systems: A Triggering Threshold Compensation Strategy	110
Deep Reinforcement Learning-Based Automatic Exploration for Navigation in Unknown Environment	110
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems	107
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation	107
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising	107
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction	105
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing	103
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle	103
Deep Reinforcement Learning for Cyber Security	103
Heterogeneous Domain Adaptation: An Unsupervised Approach	102
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data	99
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption	99
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition	98
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture	98
Model Pruning Enables Efficient Federated Learning on Edge Devices	98

Neural Cryptography Based on Complex-Valued Neural Network	97
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints	97
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images	97
Teacher–Student Curriculum Learning	96
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching	95
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification	95
C-CNN: Contourlet Convolutional Neural Networks	95
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion	93
Disturbance Observer-Based Neural Network Control of Cooperative Multiple Manipulators With Input Saturation	92
Activated Gradients for Deep Neural Networks	92
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis	92
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems	92
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control	92
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems	92
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing	92
IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images	91
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks	91
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening	91
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints	91
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems	91
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images	90
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface	90
Direct Adaptive Preassigned Finite-Time Control With Time-Delay and Quantized Input Using Neural Network	90
Open Set Domain Adaptation: Theoretical Bound and Algorithm	90
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications	90
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks	89
Deep Clustering With Sample-Assignment Invariance Prior	89
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery	89
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns	89
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption	88
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis	88
Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy	86
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder	85
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays	85
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis	85
A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process	84
Backdoor Learning: A Survey	83
An L 1-and-L 2-Norm-Oriented Latent Factor Model for Recommender Systems	83
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series	83
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification	83
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples	82
Asymptotic and Finite-Time Cluster Synchronization of Coupled Fractional-Order Neural Networks With Time Delay	82
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification	82
USV Formation and Path-Following Control via Deep Reinforcement Learning With Random Braking	82
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning	82
New Criteria for Stability of Neutral-Type Neural Networks With Multiple Time Delays	81
H ∞ State Estimation for Neural Networks With General Activation Function and Mixed Time-Varying Delays	81
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization	81
Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing	81
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation	81
Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters	81
Guide Subspace Learning for Unsupervised Domain Adaptation	81
Minimax and Biobjective Portfolio Selection Based on Collaborative Neurodynamic Optimization	81
Model-Based Event-Triggered Tracking Control of Underactuated Surface Vessels With Minimum Learning Parameters	80
Event-Triggered Output Feedback Synchronization of Master–Slave Neural Networks Under Deception Attacks	80
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing	80
Six-DOF Spacecraft Optimal Trajectory Planning and Real-Time Attitude Control: A Deep Neural Network-Based Approach	79
Hyperspectral Pansharpening With Deep Priors	79
A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems	79
Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems	77
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering	77
CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning	77
Neural-Network-Based Adaptive Resilient Dynamic Surface Control Against Unknown Deception Attacks of Uncertain Nonlinear Time-Delay Cyberphysical Systems	77
Deep Subspace Clustering	76
Neural-Network-Based Adaptive Event-Triggered Consensus Control of Nonstrict-Feedback Nonlinear Systems	76
Synchronization of Switched Discrete-Time Neural Networks via Quantized Output Control With Actuator Fault	76
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy	75
Distributed Path Following of Multiple Under-Actuated Autonomous Surface Vehicles Based on Data-Driven Neural Predictors via Integral Concurrent Learning	75
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting	75
CED: A Distance for Complex Mass Functions	75
Design and Implementation of Deep Neural Network-Based Control for Automatic Parking Maneuver Process	75
Top-k Feature Selection Framework Using Robust 0–1 Integer Programming	75
Attention-Emotion-Enhanced Convolutional LSTM for Sentiment Analysis	75
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks	74
A Novel Supertwisting Zeroing Neural Network With Application to Mobile Robot Manipulators	74
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network	74
Observer-Based Adaptive Neural Networks Control for Large-Scale Interconnected Systems With Nonconstant Control Gains	74
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment	74
Finite-Time Tracking Control for a Class of Uncertain Strict-Feedback Nonlinear Systems With State Constraints: A Smooth Control Approach	73
Complex-Valued Discrete-Time Neural Dynamics for Perturbed Time-Dependent Complex Quadratic Programming With Applications	73

Lightweight Deep Neural Network for Joint Learning of Underwater Object Detection and Color Conversion	73
Exponential Stability of Fractional-Order Complex Multi-Links Networks With Aperiodically Intermittent Control	73
Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks	73
AttentionGAN: Unpaired Image-to-Image Translation Using Attention-Guided Generative Adversarial Networks	73
Learning Robust Discriminant Subspace Based on Joint L₂,ₚ- and L₂,ₛ-Norm Distance Metrics	72
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain	72
A Dynamic Event-Triggered Approach to Recursive Filtering for Complex Networks With Switching Topologies Subject to Random Sensor Failures	72
RBFNN-Based Data-Driven Predictive Iterative Learning Control for Nonaffine Nonlinear Systems	71
A Survey of End-to-End Driving: Architectures and Training Methods	71
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
Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks	70
Central Attention Network for Hyperspectral Imagery Classification	70
Neural Network-Based Information Transfer for Dynamic Optimization	70
Ternary Compression for Communication-Efficient Federated Learning	69
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation	69
Neural Machine Translation With GRU-Gated Attention Model	69
Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling	69
Modeling Event Propagation via Graph Biased Temporal Point Process	69
Stability and Stabilization in Probability of Probabilistic Boolean Networks	68
Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity	68
A Deep Supervised Learning Framework for Data-Driven Soft Sensor Modeling of Industrial Processes	68
Distributed Fault-Tolerant Containment Control Protocols for the Discrete-Time Multiagent Systems via Reinforcement Learning Method	68
Convolutional Sparse Support Estimator-Based COVID-19 Recognition From X-Ray Images	68
New Generation Deep Learning for Video Object Detection: A Survey	68
Mittag–Leffler Synchronization of Delayed Fractional Memristor Neural Networks via Adaptive Control	68
Learning Improvement Heuristics for Solving Routing Problems	67
Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach	67
Adaptive Finite-Time Neural Network Control of Nonlinear Systems With Multiple Objective Constraints and Application to Electromechanical System	67
Multiple Kernel Clustering With Neighbor-Kernel Subspace Segmentation	67
Composite Neural Learning-Based Nonsingular Terminal Sliding Mode Control of MEMS Gyroscopes	66
Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data	66
A Survey of Computational Intelligence Techniques for Wind Power Uncertainty Quantification in Smart Grids	65
Deterministic Learning-Based Adaptive Neural Control for Nonlinear Full-State Constrained Systems	65
Deep Adaptive Input Normalization for Time Series Forecasting	65
Neuroadaptive Control for Complicated Underactuated Systems With Simultaneous Output and Velocity Constraints Exerted on Both Actuated and Unactuated States	65
Cooperative Fault-Tolerant Output Regulation for Multiagent Systems by Distributed Learning Control Approach	64
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks	64
RNN for Perturbed Manipulability Optimization of Manipulators Based on a Distributed Scheme: A Game-Theoretic Perspective	64
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	64
PEPSI++: Fast and Lightweight Network for Image Inpainting	63
GBDT-MO: Gradient-Boosted Decision Trees for Multiple Outputs	63
Motion Planning and Adaptive Neural Tracking Control of an Uncertain Two-Link Rigid–Flexible Manipulator With Vibration Amplitude Constraint	63
Event-Triggered Exponential Synchronization for Complex-Valued Memristive Neural Networks With Time-Varying Delays	63
Adaptive Decentralized Neural Network Tracking Control for Uncertain Interconnected Nonlinear Systems With Input Quantization and Time Delay	63
Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic	63
Event-Triggered Synchronization for Neutral-Type Semi-Markovian Neural Networks With Partial Mode-Dependent Time-Varying Delays	63
Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification	63
Entropy and Confidence-Based Undersampling Boosting Random Forests for Imbalanced Problems	62
Finite-Time Tracking Control for Nonlinear Systems via Adaptive Neural Output Feedback and Command Filtered Backstepping	62
Event-Triggered Approximate Optimal Path-Following Control for Unmanned Surface Vehicles With State Constraints	62
RNN for Repetitive Motion Generation of Redundant Robot Manipulators: An Orthogonal Projection-Based Scheme	62
Privacy and Robustness in Federated Learning: Attacks and Defenses	62
Fault Diagnosis of Hydraulic Systems Based on Deep Learning Model With Multirate Data Samples	62
Hybrid Classifier Ensemble for Imbalanced Data	62
Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection	61
A3 CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification	61
Radial-Based Oversampling for Multiclass Imbalanced Data Classification	61
Event-Based Dissipative Analysis for Discrete Time-Delay Singular Jump Neural Networks	61
Performance Evaluation of Probabilistic Methods Based on Bootstrap and Quantile Regression to Quantify PV Power Point Forecast Uncertainty	60
Fault Diagnosis of Complex Processes Using Sparse Kernel Local Fisher Discriminant Analysis	60
Combination of Transferable Classification With Multisource Domain Adaptation Based on Evidential Reasoning	60
Data-Driven Adaptive Disturbance Observers for Model-Free Trajectory Tracking Control of Maritime Autonomous Surface Ships	60
Enhanced Sparsity Prior Model for Low-Rank Tensor Completion	60
Learning Deep Gradient Descent Optimization for Image Deconvolution	60
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models	59
Adaptive Neural Network Control of a Flexible Spacecraft Subject to Input Nonlinearity and Asymmetric Output Constraint	59
A Wide-Deep-Sequence Model-Based Quality Prediction Method in Industrial Process Analysis	59
Segmenting Objects in Day and Night: Edge-Conditioned CNN for Thermal Image Semantic Segmentation	58
The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks	58
Deep Blind Hyperspectral Image Super-Resolution	58
Optimal Power Management Based on Q-Learning and Neuro-Dynamic Programming for Plug-in Hybrid Electric Vehicles	58
Event-Triggered Adaptive Dynamic Programming for Unmatched Uncertain Nonlinear Continuous-Time Systems	58
A Survey of Visual Transformers	58
Adaptive Resilient Event-Triggered Control Design of Autonomous Vehicles With an Iterative Single Critic Learning Framework	57
Unsupervised Domain Adaptation With Adversarial Residual Transform Networks	57
Finite-Horizon $H_{\infty}$ State Estimation for Periodic Neural Networks Over Fading Channels	57
Performance Guaranteed Consensus Tracking Control of Nonlinear Multiagent Systems: A Finite-Time Function-Based Approach	57
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection	57
Adaptive NN-Based Consensus for a Class of Nonlinear Multiagent Systems With Actuator Faults and Faulty Networks	56
Optimal Tracking Control of Nonlinear Multiagent Systems Using Internal Reinforce Q-Learning	56
Deep Learning-Based Model Predictive Control for Continuous Stirred-Tank Reactor System	56
Exponential Synchronization of Delayed Memristor-Based Uncertain Complex-Valued Neural Networks for Image Protection	56
Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning	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
Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle	56
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series	55
Event-Triggered Neural Control of Nonlinear Systems With Rate-Dependent Hysteresis Input Based on a New Filter	55
Two-Stream Deep Hashing With Class-Specific Centers for Supervised Image Search	55
Robust Unsupervised Video Anomaly Detection by Multipath Frame Prediction	55
Adaptive Neural Network-Based Filter Design for Nonlinear Systems With Multiple Constraints	55
Adaptive Neural Network Finite-Time Dynamic Surface Control for Nonlinear Systems	55
Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning	55
Projective Synchronization of Delayed Neural Networks With Mismatched Parameters and Impulsive Effects	55