IEEE Transactions on Neural Networks and Learning Systems

(The H4-Index of IEEE Transactions on Neural Networks and Learning Systems is 94. 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
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition149
diffGrad: An Optimization Method for Convolutional Neural Networks149
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
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks134
A Comprehensive Survey on Community Detection With Deep Learning134
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle133
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies131
Why ResNet Works? Residuals Generalize131
Distributed Finite-Time Fault-Tolerant Containment Control for Multiple Unmanned Aerial Vehicles129
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States128
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification128
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
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle116
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation116
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
C-CNN: Contourlet Convolutional Neural Networks103
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints103
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture103
Rethinking 3-D LiDAR Point Cloud Segmentation102
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
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems101
Neural Cryptography Based on Complex-Valued Neural Network100
Teacher–Student Curriculum Learning99
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching99
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images99
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
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints98
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control97
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications97
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing96
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems95
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning94
Backdoor Learning: A Survey94
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns94