IEEE Transactions on Neural Networks and Learning Systems

(The median citation count of IEEE Transactions on Neural Networks and Learning Systems is 4. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-06-01 to 2024-06-01.)
A Comprehensive Survey on Graph Neural Networks4141
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects1051
A Survey of the Usages of Deep Learning for Natural Language Processing845
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications832
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data747
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI740
Deep Subdomain Adaptation Network for Image Classification508
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints408
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints367
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties351
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks348
When Gaussian Process Meets Big Data: A Review of Scalable GPs348
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation314
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems295
Attention in Natural Language Processing270
Learning From Noisy Labels With Deep Neural Networks: A Survey266
Towards Personalized Federated Learning251
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation250
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review242
Lightweight Pyramid Networks for Image Deraining238
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey222
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks220
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser198
State-Saturated Recursive Filter Design for Stochastic Time-Varying Nonlinear Complex Networks Under Deception Attacks186
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems185
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation175
A Survey on Evolutionary Neural Architecture Search170
Unsupervised Anomaly Detection With LSTM Neural Networks165
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control165
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory157
Cross-Modal Attention With Semantic Consistence for Image–Text Matching157
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy155
Scene Segmentation With Dual Relation-Aware Attention Network150
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition150
diffGrad: An Optimization Method for Convolutional Neural Networks149
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition149
Deep Neural Networks and Tabular Data: A Survey148
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks147
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation144
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults138
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation135
A Comprehensive Survey on Community Detection With Deep Learning134
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks134
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle133
Why ResNet Works? Residuals Generalize131
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies131
Distributed Finite-Time Fault-Tolerant Containment Control for Multiple Unmanned Aerial Vehicles129
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification128
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States128
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training125
Domain Adaptation With Neural Embedding Matching124
Variance-Constrained Recursive State Estimation for Time-Varying Complex Networks With Quantized Measurements and Uncertain Inner Coupling121
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems119
Deep Reinforcement Learning-Based Automatic Exploration for Navigation in Unknown Environment118
Model Pruning Enables Efficient Federated Learning on Edge Devices117
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation116
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle116
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption114
Deep Reinforcement Learning for Cyber Security113
Event-Based Adaptive Neural Tracking Control for Discrete-Time Stochastic Nonlinear Systems: A Triggering Threshold Compensation Strategy113
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction113
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing111
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising110
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification109
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption107
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data107
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images106
Open Set Domain Adaptation: Theoretical Bound and Algorithm105
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition104
Heterogeneous Domain Adaptation: An Unsupervised Approach104
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture103
C-CNN: Contourlet Convolutional Neural Networks103
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints103
Rethinking 3-D LiDAR Point Cloud Segmentation102
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems101
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks101
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis101
Activated Gradients for Deep Neural Networks101
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery101
Neural Cryptography Based on Complex-Valued Neural Network100
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images99
Teacher–Student Curriculum Learning99
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching99
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints98
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems98
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion98
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface98
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications97
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control97
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing96
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems95
Backdoor Learning: A Survey94
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns94
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning94
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing93
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis93
Deep Clustering With Sample-Assignment Invariance Prior92
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening92
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks92
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder92
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification90
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series90
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples89
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays89
Minimax and Biobjective Portfolio Selection Based on Collaborative Neurodynamic Optimization89
Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy89
Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing88
An L 1-and-L 2-Norm-Oriented Latent Factor Model for Recommender Systems88
USV Formation and Path-Following Control via Deep Reinforcement Learning With Random Braking87
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization87
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis87
A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process87
Event-Triggered Output Feedback Synchronization of Master–Slave Neural Networks Under Deception Attacks87
H State Estimation for Neural Networks With General Activation Function and Mixed Time-Varying Delays87
Six-DOF Spacecraft Optimal Trajectory Planning and Real-Time Attitude Control: A Deep Neural Network-Based Approach87
Attention-Emotion-Enhanced Convolutional LSTM for Sentiment Analysis87
Guide Subspace Learning for Unsupervised Domain Adaptation86
Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks86
Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems85
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation85
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting85
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks85
Asymptotic and Finite-Time Cluster Synchronization of Coupled Fractional-Order Neural Networks With Time Delay85
IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images84
Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters84
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification84
AttentionGAN: Unpaired Image-to-Image Translation Using Attention-Guided Generative Adversarial Networks84
Deep Subspace Clustering83
A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems83
New Generation Deep Learning for Video Object Detection: A Survey83
Lightweight Deep Neural Network for Joint Learning of Underwater Object Detection and Color Conversion82
Neural-Network-Based Adaptive Event-Triggered Consensus Control of Nonstrict-Feedback Nonlinear Systems82
Distributed Path Following of Multiple Under-Actuated Autonomous Surface Vehicles Based on Data-Driven Neural Predictors via Integral Concurrent Learning82
CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning82
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment81
Model-Based Event-Triggered Tracking Control of Underactuated Surface Vessels With Minimum Learning Parameters81
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering81
Observer-Based Adaptive Neural Networks Control for Large-Scale Interconnected Systems With Nonconstant Control Gains80
Neural-Network-Based Adaptive Resilient Dynamic Surface Control Against Unknown Deception Attacks of Uncertain Nonlinear Time-Delay Cyberphysical Systems80
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain80
Design and Implementation of Deep Neural Network-Based Control for Automatic Parking Maneuver Process80
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy79
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network79
Central Attention Network for Hyperspectral Imagery Classification79
Synchronization of Switched Discrete-Time Neural Networks via Quantized Output Control With Actuator Fault79
A Novel Supertwisting Zeroing Neural Network With Application to Mobile Robot Manipulators78
Learning Improvement Heuristics for Solving Routing Problems78
A Survey of Visual Transformers78
A Survey of End-to-End Driving: Architectures and Training Methods77
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation77
Ternary Compression for Communication-Efficient Federated Learning77
Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks76
Convolutional Sparse Support Estimator-Based COVID-19 Recognition From X-Ray Images76
Exponential Stability of Fractional-Order Complex Multi-Links Networks With Aperiodically Intermittent Control76
Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling76
Neural Machine Translation With GRU-Gated Attention Model76
Top-k Feature Selection Framework Using Robust 0–1 Integer Programming75
CED: A Distance for Complex Mass Functions75
Distributed Fault-Tolerant Containment Control Protocols for the Discrete-Time Multiagent Systems via Reinforcement Learning Method75
A Dynamic Event-Triggered Approach to Recursive Filtering for Complex Networks With Switching Topologies Subject to Random Sensor Failures74
Distributed Cooperative Learning Control of Uncertain Multiagent Systems With Prescribed Performance and Preserved Connectivity74
Finite-Time Tracking Control for a Class of Uncertain Strict-Feedback Nonlinear Systems With State Constraints: A Smooth Control Approach73
Learning Robust Discriminant Subspace Based on Joint L₂,- and L₂,-Norm Distance Metrics73
Complex-Valued Discrete-Time Neural Dynamics for Perturbed Time-Dependent Complex Quadratic Programming With Applications73
Event-Triggered Approximate Optimal Path-Following Control for Unmanned Surface Vehicles With State Constraints73
Deep Adaptive Input Normalization for Time Series Forecasting73
PM₂.₅ Monitoring: Use Information Abundance Measurement and Wide and Deep Learning73
Mittag–Leffler Synchronization of Delayed Fractional Memristor Neural Networks via Adaptive Control73
A Deep Supervised Learning Framework for Data-Driven Soft Sensor Modeling of Industrial Processes72
GBDT-MO: Gradient-Boosted Decision Trees for Multiple Outputs72
Fault Diagnosis of Hydraulic Systems Based on Deep Learning Model With Multirate Data Samples71
Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity71
Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach70
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks70
Adaptive Finite-Time Neural Network Control of Nonlinear Systems With Multiple Objective Constraints and Application to Electromechanical System70
Neuroadaptive Control for Complicated Underactuated Systems With Simultaneous Output and Velocity Constraints Exerted on Both Actuated and Unactuated States69
Privacy and Robustness in Federated Learning: Attacks and Defenses69
Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning69
A Survey of Computational Intelligence Techniques for Wind Power Uncertainty Quantification in Smart Grids69
Entropy and Confidence-Based Undersampling Boosting Random Forests for Imbalanced Problems68
Finite-Time Tracking Control for Nonlinear Systems via Adaptive Neural Output Feedback and Command Filtered Backstepping68
Stability and Stabilization in Probability of Probabilistic Boolean Networks68
Deep Blind Hyperspectral Image Super-Resolution68
Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection68
Motion Planning and Adaptive Neural Tracking Control of an Uncertain Two-Link Rigid–Flexible Manipulator With Vibration Amplitude Constraint67
Adaptive Neural Network Control of a Flexible Spacecraft Subject to Input Nonlinearity and Asymmetric Output Constraint67
Event-Triggered Exponential Synchronization for Complex-Valued Memristive Neural Networks With Time-Varying Delays67
Data-Driven Adaptive Disturbance Observers for Model-Free Trajectory Tracking Control of Maritime Autonomous Surface Ships67
Hyperspectral and SAR Image Classification via Multiscale Interactive Fusion Network67
Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data67
Deep Reinforcement Learning: A Survey67
Robust Unsupervised Video Anomaly Detection by Multipath Frame Prediction66
Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic66
Modeling Event Propagation via Graph Biased Temporal Point Process66
A3 CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification66
Distributional Soft Actor-Critic: Off-Policy Reinforcement Learning for Addressing Value Estimation Errors65
Self-Supervised Learning for Electroencephalography65
RNN for Perturbed Manipulability Optimization of Manipulators Based on a Distributed Scheme: A Game-Theoretic Perspective65
Event-Triggered Synchronization for Neutral-Type Semi-Markovian Neural Networks With Partial Mode-Dependent Time-Varying Delays65
Enhanced Sparsity Prior Model for Low-Rank Tensor Completion64
Cooperative Fault-Tolerant Output Regulation for Multiagent Systems by Distributed Learning Control Approach64
Adaptive Resilient Event-Triggered Control Design of Autonomous Vehicles With an Iterative Single Critic Learning Framework64
A Wide-Deep-Sequence Model-Based Quality Prediction Method in Industrial Process Analysis64
Radial-Based Oversampling for Multiclass Imbalanced Data Classification64
PEPSI++: Fast and Lightweight Network for Image Inpainting64
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series64
RNN for Repetitive Motion Generation of Redundant Robot Manipulators: An Orthogonal Projection-Based Scheme64
The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks64
Combination of Transferable Classification With Multisource Domain Adaptation Based on Evidential Reasoning64
Optimal Tracking Control of Nonlinear Multiagent Systems Using Internal Reinforce Q-Learning63
Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification63
Performance Guaranteed Consensus Tracking Control of Nonlinear Multiagent Systems: A Finite-Time Function-Based Approach63
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection63
Learning Deep Gradient Descent Optimization for Image Deconvolution63
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models63
Deterministic Learning-Based Adaptive Neural Control for Nonlinear Full-State Constrained Systems62
Sampled-Data Synchronization of Stochastic Markovian Jump Neural Networks With Time-Varying Delay62
Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement62
Segmenting Objects in Day and Night: Edge-Conditioned CNN for Thermal Image Semantic Segmentation62
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation61
Robust Online Tensor Completion for IoT Streaming Data Recovery61
Optimal Power Management Based on Q-Learning and Neuro-Dynamic Programming for Plug-in Hybrid Electric Vehicles61
Event-Triggered Multigradient Recursive Reinforcement Learning Tracking Control for Multiagent Systems61
Convolutional Neural Network for Behavioral Modeling and Predistortion of Wideband Power Amplifiers61
Graph-Based Semi-Supervised Learning: A Comprehensive Review61
Event-Triggered Adaptive Dynamic Programming for Unmatched Uncertain Nonlinear Continuous-Time Systems60
Deep Learning-Based Model Predictive Control for Continuous Stirred-Tank Reactor System60
Exponential Synchronization of Delayed Memristor-Based Uncertain Complex-Valued Neural Networks for Image Protection60
Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning60
Memory Attention Networks for Skeleton-Based Action Recognition59
Adaptive Neural Network Finite-Time Dynamic Surface Control for Nonlinear Systems59
Asymmetric Feature Fusion Network for Hyperspectral and SAR Image Classification59
Knowledge Implementation and Transfer With an Adaptive Learning Network for Real-Time Power Management of the Plug-in Hybrid Vehicle59
Adaptive NN-Based Consensus for a Class of Nonlinear Multiagent Systems With Actuator Faults and Faulty Networks59
Transfer Adaptation Learning: A Decade Survey58
Path Tracking Control of Autonomous Vehicles Subject to Deception Attacks via a Learning-Based Event-Triggered Mechanism58
When Dictionary Learning Meets Deep Learning: Deep Dictionary Learning and Coding Network for Image Recognition With Limited Data58
Two-Stream Deep Hashing With Class-Specific Centers for Supervised Image Search57
Decentralized Adaptive Neuro-Output Feedback Saturated Control for INS and Its Application to AUV57
Safe Intermittent Reinforcement Learning With Static and Dynamic Event Generators57
Ensemble Stochastic Configuration Networks for Estimating Prediction Intervals: A Simultaneous Robust Training Algorithm and Its Application57
Neural Adaptive Self-Triggered Control for Uncertain Nonlinear Systems With Input Hysteresis57
Unsupervised Domain Adaptation With Adversarial Residual Transform Networks57
Vehicle Detection From UAV Imagery With Deep Learning: A Review57
Adaptive Bipartite Fixed-Time Time-Varying Output Formation-Containment Tracking of Heterogeneous Linear Multiagent Systems57
Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery56
Privacy-Preserving Asynchronous Vertical Federated Learning Algorithms for Multiparty Collaborative Learning56
Multipixel Anomaly Detection With Unknown Patterns for Hyperspectral Imagery56
Learning to Learn Adaptive Classifier–Predictor for Few-Shot Learning56
Morphological Feature Visualization of Alzheimer’s Disease via Multidirectional Perception GAN56