IEEE Transactions on Neural Networks and Learning Systems

Article	Citations
A Comprehensive Survey on Graph Neural Networks	4716
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects	1431
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications	991
A Survey of the Usages of Deep Learning for Natural Language Processing	948
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI	856
Deep Subdomain Adaptation Network for Image Classification	602
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints	462
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints	450
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks	381
When Gaussian Process Meets Big Data: A Review of Scalable GPs	380
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties	376
Towards Personalized Federated Learning	338
Learning From Noisy Labels With Deep Neural Networks: A Survey	337
Attention in Natural Language Processing	316
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems	307
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review	285
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation	270
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey	240
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser	214
A Survey on Evolutionary Neural Architecture Search	206
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems	198
Deep Neural Networks and Tabular Data: A Survey	184
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation	183
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control	178
Scene Segmentation With Dual Relation-Aware Attention Network	171

Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks	168
Cross-Modal Attention With Semantic Consistence for Image–Text Matching	168
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition	166
Why ResNet Works? Residuals Generalize	165
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition	165
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory	163
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation	162
diffGrad: An Optimization Method for Convolutional Neural Networks	161
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation	158
Model Pruning Enables Efficient Federated Learning on Edge Devices	156
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle	154
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults	150
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification	146
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States	146
Deep Reinforcement Learning for Cyber Security	145
A Comprehensive Survey on Community Detection With Deep Learning	144
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks	143
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle	142
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data	139
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems	138
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption	137
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies	136
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification	133
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training	133
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing	130
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning	130
Backdoor Learning: A Survey	130
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation	129
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising	121
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems	119
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks	118
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery	118
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems	117
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images	117
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion	116
C-CNN: Contourlet Convolutional Neural Networks	116
Open Set Domain Adaptation: Theoretical Bound and Algorithm	114
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption	112
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface	112
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints	111
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing	110
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications	109
Heterogeneous Domain Adaptation: An Unsupervised Approach	108
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture	108
A Survey of Visual Transformers	107
Neural Cryptography Based on Complex-Valued Neural Network	107
Deep Reinforcement Learning: A Survey	107
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images	107
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems	107
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis	107

Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching	107
Event-Triggered Output Feedback Synchronization of Master–Slave Neural Networks Under Deception Attacks	106
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control	104
Privacy and Robustness in Federated Learning: Attacks and Defenses	104
Attention-Emotion-Enhanced Convolutional LSTM for Sentiment Analysis	104
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification	104
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder	103
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification	102
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis	102
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing	102
Lightweight Deep Neural Network for Joint Learning of Underwater Object Detection and Color Conversion	102
Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks	101
Learning Improvement Heuristics for Solving Routing Problems	101
Minimax and Biobjective Portfolio Selection Based on Collaborative Neurodynamic Optimization	101
USV Formation and Path-Following Control via Deep Reinforcement Learning With Random Braking	101
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns	101
Activated Gradients for Deep Neural Networks	101
AttentionGAN: Unpaired Image-to-Image Translation Using Attention-Guided Generative Adversarial Networks	100
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series	100
Deep Subspace Clustering	99
New Generation Deep Learning for Video Object Detection: A Survey	99
A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process	98
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening	98
Deep Clustering With Sample-Assignment Invariance Prior	97
Six-DOF Spacecraft Optimal Trajectory Planning and Real-Time Attitude Control: A Deep Neural Network-Based Approach	97
Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing	97
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting	97
Neural-Network-Based Adaptive Event-Triggered Consensus Control of Nonstrict-Feedback Nonlinear Systems	96
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks	95
Rethinking 3-D LiDAR Point Cloud Segmentation	95
Central Attention Network for Hyperspectral Imagery Classification	95
Distributed Fault-Tolerant Containment Control Protocols for the Discrete-Time Multiagent Systems via Reinforcement Learning Method	95
Design and Implementation of Deep Neural Network-Based Control for Automatic Parking Maneuver Process	95
A Survey of End-to-End Driving: Architectures and Training Methods	95
Self-Supervised Learning for Electroencephalography	94
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples	94
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks	94
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis	93
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering	93
H ∞ State Estimation for Neural Networks With General Activation Function and Mixed Time-Varying Delays	93
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation	93
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation	93
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization	92
GBDT-MO: Gradient-Boosted Decision Trees for Multiple Outputs	92
Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy	92
Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters	92
Distributed Path Following of Multiple Under-Actuated Autonomous Surface Vehicles Based on Data-Driven Neural Predictors via Integral Concurrent Learning	92
Event-Triggered Approximate Optimal Path-Following Control for Unmanned Surface Vehicles With State Constraints	92
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network	91
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks	91
Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems	91
Asymptotic and Finite-Time Cluster Synchronization of Coupled Fractional-Order Neural Networks With Time Delay	90
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy	90
Hyperspectral and SAR Image Classification via Multiscale Interactive Fusion Network	89
Ternary Compression for Communication-Efficient Federated Learning	89
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series	88
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment	88
A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems	87
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain	87
Graph-Based Semi-Supervised Learning: A Comprehensive Review	87
Synchronization of Switched Discrete-Time Neural Networks via Quantized Output Control With Actuator Fault	86
A Novel Supertwisting Zeroing Neural Network With Application to Mobile Robot Manipulators	85
Observer-Based Adaptive Neural Networks Control for Large-Scale Interconnected Systems With Nonconstant Control Gains	84
A Deep Supervised Learning Framework for Data-Driven Soft Sensor Modeling of Industrial Processes	84
Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks	83
An L 1-and-L 2-Norm-Oriented Latent Factor Model for Recommender Systems	83
CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning	82
Adaptive Neural Network Control of a Flexible Spacecraft Subject to Input Nonlinearity and Asymmetric Output Constraint	82
IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images	82
Convolutional Sparse Support Estimator-Based COVID-19 Recognition From X-Ray Images	82
Distributed Cooperative Learning Control of Uncertain Multiagent Systems With Prescribed Performance and Preserved Connectivity	81
Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning	81
Fault Diagnosis of Hydraulic Systems Based on Deep Learning Model With Multirate Data Samples	81
Top-k Feature Selection Framework Using Robust 0–1 Integer Programming	80
Exponential Stability of Fractional-Order Complex Multi-Links Networks With Aperiodically Intermittent Control	79
Robust Unsupervised Video Anomaly Detection by Multipath Frame Prediction	79
Data-Driven Adaptive Disturbance Observers for Model-Free Trajectory Tracking Control of Maritime Autonomous Surface Ships	79
Adaptive Resilient Event-Triggered Control Design of Autonomous Vehicles With an Iterative Single Critic Learning Framework	79
Sampled-Data Synchronization of Stochastic Markovian Jump Neural Networks With Time-Varying Delay	79
Adaptive Finite-Time Neural Network Control of Nonlinear Systems With Multiple Objective Constraints and Application to Electromechanical System	79

Neural Machine Translation With GRU-Gated Attention Model	79
Mittag–Leffler Synchronization of Delayed Fractional Memristor Neural Networks via Adaptive Control	79
Distributional Soft Actor-Critic: Off-Policy Reinforcement Learning for Addressing Value Estimation Errors	78
The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks	78
Finite-Time Tracking Control for a Class of Uncertain Strict-Feedback Nonlinear Systems With State Constraints: A Smooth Control Approach	77
CED: A Distance for Complex Mass Functions	77
A3 CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification	77
Convolutional Neural Network for Behavioral Modeling and Predistortion of Wideband Power Amplifiers	76
Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data	76
Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach	75
A Survey of Computational Intelligence Techniques for Wind Power Uncertainty Quantification in Smart Grids	75
Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection	75
Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic	74
PM₂.₅ Monitoring: Use Information Abundance Measurement and Wide and Deep Learning	74
Performance Guaranteed Consensus Tracking Control of Nonlinear Multiagent Systems: A Finite-Time Function-Based Approach	74
RNN for Repetitive Motion Generation of Redundant Robot Manipulators: An Orthogonal Projection-Based Scheme	74
Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity	74
Deep Blind Hyperspectral Image Super-Resolution	73
DIET-SNN: A Low-Latency Spiking Neural Network With Direct Input Encoding and Leakage and Threshold Optimization	73
Transfer Adaptation Learning: A Decade Survey	73
Asymmetric Feature Fusion Network for Hyperspectral and SAR Image Classification	73
Stability and Stabilization in Probability of Probabilistic Boolean Networks	72
BaGFN: Broad Attentive Graph Fusion Network for High-Order Feature Interactions	72
Finite-Time Tracking Control for Nonlinear Systems via Adaptive Neural Output Feedback and Command Filtered Backstepping	72
Learning Robust Discriminant Subspace Based on Joint L₂,ₚ- and L₂,ₛ-Norm Distance Metrics	72
Learning Deep Gradient Descent Optimization for Image Deconvolution	72
Safe Reinforcement Learning With Stability Guarantee for Motion Planning of Autonomous Vehicles	72
Motion Planning and Adaptive Neural Tracking Control of an Uncertain Two-Link Rigid–Flexible Manipulator With Vibration Amplitude Constraint	71
Combination of Transferable Classification With Multisource Domain Adaptation Based on Evidential Reasoning	71
Entropy and Confidence-Based Undersampling Boosting Random Forests for Imbalanced Problems	71
Memory Attention Networks for Skeleton-Based Action Recognition	71
Deep Learning-Based Model Predictive Control for Continuous Stirred-Tank Reactor System	70
Observer-Based Neural Control of N-Link Flexible-Joint Robots	70
Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement	70
Learning to Learn Adaptive Classifier–Predictor for Few-Shot Learning	69
Command-Filtered Robust Adaptive NN Control With the Prescribed Performance for the 3-D Trajectory Tracking of Underactuated AUVs	69
Adaptive NN-Based Consensus for a Class of Nonlinear Multiagent Systems With Actuator Faults and Faulty Networks	69
Segmenting Objects in Day and Night: Edge-Conditioned CNN for Thermal Image Semantic Segmentation	69
Neuroadaptive Control for Complicated Underactuated Systems With Simultaneous Output and Velocity Constraints Exerted on Both Actuated and Unactuated States	69
Dual-Path Deep Fusion Network for Face Image Hallucination	69
Neural Adaptive Self-Triggered Control for Uncertain Nonlinear Systems With Input Hysteresis	69
Path Tracking Control of Autonomous Vehicles Subject to Deception Attacks via a Learning-Based Event-Triggered Mechanism	68
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	68
Adaptive Bipartite Fixed-Time Time-Varying Output Formation-Containment Tracking of Heterogeneous Linear Multiagent Systems	68
PEPSI++: Fast and Lightweight Network for Image Inpainting	68
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection	68
RNN for Perturbed Manipulability Optimization of Manipulators Based on a Distributed Scheme: A Game-Theoretic Perspective	68
Ensemble Stochastic Configuration Networks for Estimating Prediction Intervals: A Simultaneous Robust Training Algorithm and Its Application	67
Formation Control With Collision Avoidance Through Deep Reinforcement Learning Using Model-Guided Demonstration	67
Modeling Event Propagation via Graph Biased Temporal Point Process	67
Privacy-Preserving Asynchronous Vertical Federated Learning Algorithms for Multiparty Collaborative Learning	67
Multipixel Anomaly Detection With Unknown Patterns for Hyperspectral Imagery	67
Self-Paced Clustering Ensemble	67
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery	67
Event-Triggered Synchronization for Neutral-Type Semi-Markovian Neural Networks With Partial Mode-Dependent Time-Varying Delays	67
Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification	67
Enhanced Sparsity Prior Model for Low-Rank Tensor Completion	66
Optimal Tracking Control of Nonlinear Multiagent Systems Using Internal Reinforce Q-Learning	66
Cooperative Fault-Tolerant Output Regulation for Multiagent Systems by Distributed Learning Control Approach	66
Robust Online Tensor Completion for IoT Streaming Data Recovery	66
Adaptive Neural Network Finite-Time Dynamic Surface Control for Nonlinear Systems	66
Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning	66
Event-Triggered Multigradient Recursive Reinforcement Learning Tracking Control for Multiagent Systems	65
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models	65
Deterministic Learning-Based Adaptive Neural Control for Nonlinear Full-State Constrained Systems	65
Morphological Feature Visualization of Alzheimer’s Disease via Multidirectional Perception GAN	65
Event-Triggered Adaptive Dynamic Programming for Unmatched Uncertain Nonlinear Continuous-Time Systems	64
Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle	64
Efficient Deep Reinforcement Learning With Imitative Expert Priors for Autonomous Driving	64
A Survey on Offline Reinforcement Learning: Taxonomy, Review, and Open Problems	64
Decentralized Adaptive Neuro-Output Feedback Saturated Control for INS and Its Application to AUV	64
Model-Free Adaptive Control for Unknown MIMO Nonaffine Nonlinear Discrete-Time Systems With Experimental Validation	64
Safe Intermittent Reinforcement Learning With Static and Dynamic Event Generators	63
Quality-Driven Regularization for Deep Learning Networks and Its Application to Industrial Soft Sensors	63
Supervised Feature Selection With Orthogonal Regression and Feature Weighting	63
Exponential Synchronization of Delayed Memristor-Based Uncertain Complex-Valued Neural Networks for Image Protection	63
Quantum-Inspired Support Vector Machine	63
Adaptive Tracking Control for Perturbed Strict-Feedback Nonlinear Systems Based on Optimized Backstepping Technique	63
Adaptive Neural Fixed-Time Tracking Control for High-Order Nonlinear Systems	62
Intelligent Fault Diagnosis of Gearbox Under Variable Working Conditions With Adaptive Intraclass and Interclass Convolutional Neural Network	62
DeepKeyGen: A Deep Learning-Based Stream Cipher Generator for Medical Image Encryption and Decryption	62
An Integrated Multitasking Intelligent Bearing Fault Diagnosis Scheme Based on Representation Learning Under Imbalanced Sample Condition	62
When Dictionary Learning Meets Deep Learning: Deep Dictionary Learning and Coding Network for Image Recognition With Limited Data	62
Vehicle Detection From UAV Imagery With Deep Learning: A Review	62
Dual Attention-Based Encoder–Decoder: A Customized Sequence-to-Sequence Learning for Soft Sensor Development	62
Reinforcement Learning and Adaptive Optimal Control for Continuous-Time Nonlinear Systems: A Value Iteration Approach	61
Global Exponential Synchronization of Coupled Delayed Memristive Neural Networks With Reaction–Diffusion Terms via Distributed Pinning Controls	61
Feature-Level Attention-Guided Multitask CNN for Fault Diagnosis and Working Conditions Identification of Rolling Bearing	61
A Deeply Supervised Convolutional Neural Network for Pavement Crack Detection With Multiscale Feature Fusion	61
Solving Dynamic Traveling Salesman Problems With Deep Reinforcement Learning	61
Region-Object Relation-Aware Dense Captioning via Transformer	60
Feature Interaction for Streaming Feature Selection	60
A Review of Vehicle Detection Techniques for Intelligent Vehicles	59
Adaptive Neural Network-Based Filter Design for Nonlinear Systems With Multiple Constraints	59
Fractional-Order Adaptive Fault-Tolerant Synchronization Tracking Control of Networked Fixed-Wing UAVs Against Actuator-Sensor Faults via Intelligent Learning Mechanism	59