IEEE Transactions on Neural Networks and Learning Systems

Papers
(The H4-Index of IEEE Transactions on Neural Networks and Learning Systems is 89. 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
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification103
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems103
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
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
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
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
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