IEEE Transactions on Neural Networks and Learning Systems

Papers
(The H4-Index of IEEE Transactions on Neural Networks and Learning Systems is 93. 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 2020-05-01 to 2024-05-01.)
ArticleCitations
A Comprehensive Survey on Graph Neural Networks3962
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects971
A Survey of the Usages of Deep Learning for Natural Language Processing800
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications782
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data732
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI707
Deep Subdomain Adaptation Network for Image Classification487
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints391
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints350
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties344
When Gaussian Process Meets Big Data: A Review of Scalable GPs339
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks337
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation304
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems293
A Semisupervised Recurrent Convolutional Attention Model for Human Activity Recognition276
Attention in Natural Language Processing259
Learning From Noisy Labels With Deep Neural Networks: A Survey253
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation245
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review236
Lightweight Pyramid Networks for Image Deraining232
Towards Personalized Federated Learning229
Finite-Time Consensus of Second-Order Switched Nonlinear Multi-Agent Systems228
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks217
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey206
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser195
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 Systems177
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation172
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control165
Unsupervised Anomaly Detection With LSTM Neural Networks161
A Survey on Evolutionary Neural Architecture Search156
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory156
Cross-Modal Attention With Semantic Consistence for Image–Text Matching155
Skip-Connected Covariance Network for Remote Sensing Scene Classification153
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy152
diffGrad: An Optimization Method for Convolutional Neural Networks145
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition144
Scene Segmentation With Dual Relation-Aware Attention Network144
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition143
Deep Neural Networks and Tabular Data: A Survey142
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks140
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation140
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults134
A Comprehensive Survey on Community Detection With Deep Learning131
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks131
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation129
Distributed Finite-Time Fault-Tolerant Containment Control for Multiple Unmanned Aerial Vehicles126
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies125
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States123
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle123
Domain Adaptation With Neural Embedding Matching121
Variance-Constrained Recursive State Estimation for Time-Varying Complex Networks With Quantized Measurements and Uncertain Inner Coupling121
Why ResNet Works? Residuals Generalize119
Person Reidentification via Multi-Feature Fusion With Adaptive Graph Learning119
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training118
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification118
Event-Based Adaptive Neural Tracking Control for Discrete-Time Stochastic Nonlinear Systems: A Triggering Threshold Compensation Strategy113
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems113
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation111
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction111
Deep Reinforcement Learning-Based Automatic Exploration for Navigation in Unknown Environment111
Deep Reinforcement Learning for Cyber Security109
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising108
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle108
Model Pruning Enables Efficient Federated Learning on Edge Devices107
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing106
Rethinking 3-D LiDAR Point Cloud Segmentation105
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data105
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition103
Heterogeneous Domain Adaptation: An Unsupervised Approach103
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification102
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images102
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption102
C-CNN: Contourlet Convolutional Neural Networks101
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption101
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture101
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints99
Neural Cryptography Based on Complex-Valued Neural Network98
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks97
Open Set Domain Adaptation: Theoretical Bound and Algorithm96
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications96
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis96
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching96
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion96
Teacher–Student Curriculum Learning96
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface96
Activated Gradients for Deep Neural Networks95
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing95
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints95
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery95
Disturbance Observer-Based Neural Network Control of Cooperative Multiple Manipulators With Input Saturation94
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control94
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems93
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems93
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