IEEE Transactions on Neural Networks and Learning Systems

Papers
(The TQCC of IEEE Transactions on Neural Networks and Learning Systems is 14. 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 2020-03-01 to 2024-03-01.)
ArticleCitations
A Comprehensive Survey on Graph Neural Networks3711
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects850
A Survey of the Usages of Deep Learning for Natural Language Processing735
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications719
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data674
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI650
Deep Subdomain Adaptation Network for Image Classification438
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints361
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties329
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks325
When Gaussian Process Meets Big Data: A Review of Scalable GPs325
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints313
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation290
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems284
A Semisupervised Recurrent Convolutional Attention Model for Human Activity Recognition270
Attention in Natural Language Processing235
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation229
Learning From Noisy Labels With Deep Neural Networks: A Survey229
Consensus Tracking Control of Switched Stochastic Nonlinear Multiagent Systems via Event-Triggered Strategy227
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review221
Finite-Time Consensus of Second-Order Switched Nonlinear Multi-Agent Systems221
Lightweight Pyramid Networks for Image Deraining217
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks204
Towards Personalized Federated Learning199
Neural Network-Based Adaptive Antiswing Control of an Underactuated Ship-Mounted Crane With Roll Motions and Input Dead Zones198
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey197
Completely Automated CNN Architecture Design Based on Blocks184
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser179
State-Saturated Recursive Filter Design for Stochastic Time-Varying Nonlinear Complex Networks Under Deception Attacks175
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation172
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems171
Adaptive Global Sliding-Mode Control for Dynamic Systems Using Double Hidden Layer Recurrent Neural Network Structure169
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control159
Adaptive Neural Output-Feedback Decentralized Control for Large-Scale Nonlinear Systems With Stochastic Disturbances158
Unsupervised Anomaly Detection With LSTM Neural Networks151
Skip-Connected Covariance Network for Remote Sensing Scene Classification148
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory145
Cross-Modal Attention With Semantic Consistence for Image–Text Matching144
Multi-Objective Evolutionary Federated Learning141
Neural Networks-Based Distributed Adaptive Control of Nonlinear Multiagent Systems139
Global Stabilization of Fractional-Order Memristor-Based Neural Networks With Time Delay138
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation138
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition137
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy137
A Survey on Evolutionary Neural Architecture Search136
diffGrad: An Optimization Method for Convolutional Neural Networks133
Scene Segmentation With Dual Relation-Aware Attention Network133
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition131
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks131
Deep Neural Networks and Tabular Data: A Survey131
A Comprehensive Survey on Community Detection With Deep Learning131
Rethinking 3-D LiDAR Point Cloud Segmentation127
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults124
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks124
Distributed Finite-Time Fault-Tolerant Containment Control for Multiple Unmanned Aerial Vehicles122
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation121
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies116
Domain Adaptation With Neural Embedding Matching116
Variance-Constrained Recursive State Estimation for Time-Varying Complex Networks With Quantized Measurements and Uncertain Inner Coupling116
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training115
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States113
Person Reidentification via Multi-Feature Fusion With Adaptive Graph Learning111
Event-Based Adaptive Neural Tracking Control for Discrete-Time Stochastic Nonlinear Systems: A Triggering Threshold Compensation Strategy110
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle107
Why ResNet Works? Residuals Generalize106
Deep Reinforcement Learning-Based Automatic Exploration for Navigation in Unknown Environment105
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation104
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising103
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction103
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification103
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems103
Heterogeneous Domain Adaptation: An Unsupervised Approach101
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle100
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing98
IRFR-Net: Interactive Recursive Feature-Reshaping Network for Detecting Salient Objects in RGB-D Images97
Deep Reinforcement Learning for Cyber Security95
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption95
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints95
Teacher–Student Curriculum Learning94
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition94
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images94
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture93
Neural Cryptography Based on Complex-Valued Neural Network93
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching92
Activated Gradients for Deep Neural Networks91
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data91
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis90
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening90
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion90
Deep Clustering With Sample-Assignment Invariance Prior89
C-CNN: Contourlet Convolutional Neural Networks89
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems89
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification89
Direct Adaptive Preassigned Finite-Time Control With Time-Delay and Quantized Input Using Neural Network89
Disturbance Observer-Based Neural Network Control of Cooperative Multiple Manipulators With Input Saturation89
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints89
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems89
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks88
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images88
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control88
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems88
Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy87
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing87
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery87
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications87
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks86
Open Set Domain Adaptation: Theoretical Bound and Algorithm86
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays85
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface85
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns85
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis85
Model Pruning Enables Efficient Federated Learning on Edge Devices85
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification83
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder83
A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process83
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples82
An L 1-and-L 2-Norm-Oriented Latent Factor Model for Recommender Systems82
A Two-Timescale Duplex Neurodynamic Approach to Mixed-Integer Optimization81
Symmetric Nonnegative Matrix Factorization-Based Community Detection Models and Their Convergence Analysis81
Minimax and Biobjective Portfolio Selection Based on Collaborative Neurodynamic Optimization80
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption80
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series80
New Criteria for Stability of Neutral-Type Neural Networks With Multiple Time Delays79
Discriminative Fisher Embedding Dictionary Learning Algorithm for Object Recognition79
Deep Feature Aggregation Framework Driven by Graph Convolutional Network for Scene Classification in Remote Sensing79
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation79
Guide Subspace Learning for Unsupervised Domain Adaptation77
Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters77
A Separation-Based Methodology to Consensus Tracking of Switched High-Order Nonlinear Multiagent Systems77
USV Formation and Path-Following Control via Deep Reinforcement Learning With Random Braking77
Hyperspectral Pansharpening With Deep Priors77
Asymptotic and Finite-Time Cluster Synchronization of Coupled Fractional-Order Neural Networks With Time Delay77
Deep Representation-Based Domain Adaptation for Nonstationary EEG Classification77
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing77
Constrained Quaternion-Variable Convex Optimization: A Quaternion-Valued Recurrent Neural Network Approach76
H State Estimation for Neural Networks With General Activation Function and Mixed Time-Varying Delays76
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering76
Neural-Network-Based Adaptive Event-Triggered Consensus Control of Nonstrict-Feedback Nonlinear Systems75
Top-k Feature Selection Framework Using Robust 0–1 Integer Programming75
Six-DOF Spacecraft Optimal Trajectory Planning and Real-Time Attitude Control: A Deep Neural Network-Based Approach75
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning75
Model-Based Event-Triggered Tracking Control of Underactuated Surface Vessels With Minimum Learning Parameters75
Backdoor Learning: A Survey75
Observer-Based Adaptive Neural Networks Control for Large-Scale Interconnected Systems With Nonconstant Control Gains74
Deep Subspace Clustering74
CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning74
Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems74
Synchronization of Switched Discrete-Time Neural Networks via Quantized Output Control With Actuator Fault74
Feature Selection Using a Neural Network With Group Lasso Regularization and Controlled Redundancy74
Event-Triggered Output Feedback Synchronization of Master–Slave Neural Networks Under Deception Attacks74
Neural-Network-Based Adaptive Resilient Dynamic Surface Control Against Unknown Deception Attacks of Uncertain Nonlinear Time-Delay Cyberphysical Systems74
CED: A Distance for Complex Mass Functions73
Complex-Valued Discrete-Time Neural Dynamics for Perturbed Time-Dependent Complex Quadratic Programming With Applications73
Distributed Path Following of Multiple Under-Actuated Autonomous Surface Vehicles Based on Data-Driven Neural Predictors via Integral Concurrent Learning73
A Novel Supertwisting Zeroing Neural Network With Application to Mobile Robot Manipulators72
Learning Robust Discriminant Subspace Based on Joint L₂,- and L₂,-Norm Distance Metrics72
Finite-Time Tracking Control for a Class of Uncertain Strict-Feedback Nonlinear Systems With State Constraints: A Smooth Control Approach72
Attention-Emotion-Enhanced Convolutional LSTM for Sentiment Analysis72
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks72
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment72
Design and Implementation of Deep Neural Network-Based Control for Automatic Parking Maneuver Process71
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain71
PM₂.₅ Monitoring: Use Information Abundance Measurement and Wide and Deep Learning71
A Dynamic Event-Triggered Approach to Recursive Filtering for Complex Networks With Switching Topologies Subject to Random Sensor Failures70
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network70
Exponential Stability of Fractional-Order Complex Multi-Links Networks With Aperiodically Intermittent Control70
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting70
AttentionGAN: Unpaired Image-to-Image Translation Using Attention-Guided Generative Adversarial Networks69
Dynamically Weighted Balanced Loss: Class Imbalanced Learning and Confidence Calibration of Deep Neural Networks69
Modeling Event Propagation via Graph Biased Temporal Point Process69
Lightweight Deep Neural Network for Joint Learning of Underwater Object Detection and Color Conversion69
Neural Machine Translation With GRU-Gated Attention Model68
Neural Network-Based Information Transfer for Dynamic Optimization68
RBFNN-Based Data-Driven Predictive Iterative Learning Control for Nonaffine Nonlinear Systems68
Weighted Broad Learning System and Its Application in Nonlinear Industrial Process Modeling67
Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity67
Mittag–Leffler Synchronization of Delayed Fractional Memristor Neural Networks via Adaptive Control67
Deterministic Learning-Based Adaptive Neural Control for Nonlinear Full-State Constrained Systems66
A Deep Supervised Learning Framework for Data-Driven Soft Sensor Modeling of Industrial Processes66
Stability and Stabilization in Probability of Probabilistic Boolean Networks66
Convolutional Sparse Support Estimator-Based COVID-19 Recognition From X-Ray Images66
Distributed Cooperative Learning Control of Uncertain Multiagent Systems With Prescribed Performance and Preserved Connectivity66
A Survey of End-to-End Driving: Architectures and Training Methods66
Central Attention Network for Hyperspectral Imagery Classification65
Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data65
A Survey of Computational Intelligence Techniques for Wind Power Uncertainty Quantification in Smart Grids65
Finite-Time Synchronization of Markovian Coupled Neural Networks With Delays via Intermittent Quantized Control: Linear Programming Approach65
Distributed Fault-Tolerant Containment Control Protocols for the Discrete-Time Multiagent Systems via Reinforcement Learning Method64
Distributed Dissipative State Estimation for Markov Jump Genetic Regulatory Networks Subject to Round-Robin Scheduling64
Multiple Kernel Clustering With Neighbor-Kernel Subspace Segmentation64
Ternary Compression for Communication-Efficient Federated Learning64
New Generation Deep Learning for Video Object Detection: A Survey64
Composite Neural Learning-Based Nonsingular Terminal Sliding Mode Control of MEMS Gyroscopes64
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation63
Motion Planning and Adaptive Neural Tracking Control of an Uncertain Two-Link Rigid–Flexible Manipulator With Vibration Amplitude Constraint62
Event-Triggered Exponential Synchronization for Complex-Valued Memristive Neural Networks With Time-Varying Delays62
Event-Triggered Synchronization for Neutral-Type Semi-Markovian Neural Networks With Partial Mode-Dependent Time-Varying Delays62
Cooperative Fault-Tolerant Output Regulation for Multiagent Systems by Distributed Learning Control Approach62
RNN for Perturbed Manipulability Optimization of Manipulators Based on a Distributed Scheme: A Game-Theoretic Perspective62
Neuroadaptive Control for Complicated Underactuated Systems With Simultaneous Output and Velocity Constraints Exerted on Both Actuated and Unactuated States62
Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic62
Learning Improvement Heuristics for Solving Routing Problems62
Adaptive Decentralized Neural Network Tracking Control for Uncertain Interconnected Nonlinear Systems With Input Quantization and Time Delay62
Hybrid Classifier Ensemble for Imbalanced Data61
RNN for Repetitive Motion Generation of Redundant Robot Manipulators: An Orthogonal Projection-Based Scheme61
Event-Based Dissipative Analysis for Discrete Time-Delay Singular Jump Neural Networks61
Finite-Time Tracking Control for Nonlinear Systems via Adaptive Neural Output Feedback and Command Filtered Backstepping61
Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification61
Radial-Based Oversampling for Multiclass Imbalanced Data Classification60
PEPSI++: Fast and Lightweight Network for Image Inpainting60
A3 CLNN: Spatial, Spectral and Multiscale Attention ConvLSTM Neural Network for Multisource Remote Sensing Data Classification60
Entropy and Confidence-Based Undersampling Boosting Random Forests for Imbalanced Problems60
Adaptive Finite-Time Neural Network Control of Nonlinear Systems With Multiple Objective Constraints and Application to Electromechanical System60
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation60
Enhanced Sparsity Prior Model for Low-Rank Tensor Completion60
Learning Deep Gradient Descent Optimization for Image Deconvolution60
Convergence Analysis of Single Latent Factor-Dependent, Nonnegative, and Multiplicative Update-Based Nonnegative Latent Factor Models59
GBDT-MO: Gradient-Boosted Decision Trees for Multiple Outputs59
Deep Adaptive Input Normalization for Time Series Forecasting59
Fault Diagnosis of Complex Processes Using Sparse Kernel Local Fisher Discriminant Analysis58
Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection58
Adaptive Neural Network Control of a Flexible Spacecraft Subject to Input Nonlinearity and Asymmetric Output Constraint58
Combination of Transferable Classification With Multisource Domain Adaptation Based on Evidential Reasoning58
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks58
A Wide-Deep-Sequence Model-Based Quality Prediction Method in Industrial Process Analysis57
Segmenting Objects in Day and Night: Edge-Conditioned CNN for Thermal Image Semantic Segmentation57
Unsupervised Domain Adaptation With Adversarial Residual Transform Networks57
Fault Diagnosis of Hydraulic Systems Based on Deep Learning Model With Multirate Data Samples57
Finite-Horizon $H_{\infty}$ State Estimation for Periodic Neural Networks Over Fading Channels57
A Switched Operation Approach to Sampled-Data Control Stabilization of Fuzzy Memristive Neural Networks With Time-Varying Delay57
Optimal Power Management Based on Q-Learning and Neuro-Dynamic Programming for Plug-in Hybrid Electric Vehicles57
Deep Blind Hyperspectral Image Super-Resolution57
Safe Intermittent Reinforcement Learning With Static and Dynamic Event Generators56
Convolutional Neural Network for Behavioral Modeling and Predistortion of Wideband Power Amplifiers56
Event-Triggered Approximate Optimal Path-Following Control for Unmanned Surface Vehicles With State Constraints56
Performance Evaluation of Probabilistic Methods Based on Bootstrap and Quantile Regression to Quantify PV Power Point Forecast Uncertainty56
Data-Driven Adaptive Disturbance Observers for Model-Free Trajectory Tracking Control of Maritime Autonomous Surface Ships56
Adaptive NN-Based Consensus for a Class of Nonlinear Multiagent Systems With Actuator Faults and Faulty Networks55
Adaptive Resilient Event-Triggered Control Design of Autonomous Vehicles With an Iterative Single Critic Learning Framework55
Projective Synchronization of Delayed Neural Networks With Mismatched Parameters and Impulsive Effects55
Performance Guaranteed Consensus Tracking Control of Nonlinear Multiagent Systems: A Finite-Time Function-Based Approach55
Optimal Tracking Control of Nonlinear Multiagent Systems Using Internal Reinforce Q-Learning55
Two-Stream Deep Hashing With Class-Specific Centers for Supervised Image Search55
The Heidelberg Spiking Data Sets for the Systematic Evaluation of Spiking Neural Networks55
Privacy and Robustness in Federated Learning: Attacks and Defenses55
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection54
Event-Triggered Neural Control of Nonlinear Systems With Rate-Dependent Hysteresis Input Based on a New Filter54
Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning53
Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning53
Event-Triggered Multigradient Recursive Reinforcement Learning Tracking Control for Multiagent Systems53
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