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 2020-07-01 to 2024-07-01.)
ArticleCitations
A Comprehensive Survey on Graph Neural Networks4257
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects1122
A Survey of the Usages of Deep Learning for Natural Language Processing865
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications862
A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI766
Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data765
Deep Subdomain Adaptation Network for Image Classification524
Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints418
Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints383
When Gaussian Process Meets Big Data: A Review of Scalable GPs356
Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties353
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks351
Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation318
Adaptive Neural Networks Finite-Time Optimal Control for a Class of Nonlinear Systems296
Attention in Natural Language Processing279
Learning From Noisy Labels With Deep Neural Networks: A Survey273
Towards Personalized Federated Learning261
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review254
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation250
Deep Learning for Multigrade Brain Tumor Classification in Smart Healthcare Systems: A Prospective Survey227
Subject-Independent Brain–Computer Interfaces Based on Deep Convolutional Neural Networks224
Regularizing Hyperspectral and Multispectral Image Fusion by CNN Denoiser202
State-Saturated Recursive Filter Design for Stochastic Time-Varying Nonlinear Complex Networks Under Deception Attacks192
Finite-Time Consensus Tracking Neural Network FTC of Multi-Agent Systems188
A Survey on Evolutionary Neural Architecture Search179
Non-Fragile H∞ Synchronization for Markov Jump Singularly Perturbed Coupled Neural Networks Subject to Double-Layer Switching Regulation176
Unsupervised Anomaly Detection With LSTM Neural Networks174
Fixed-Time Leader–Follower Consensus of Networked Nonlinear Systems via Event/Self-Triggered Control166
Cross-Modal Attention With Semantic Consistence for Image–Text Matching159
Secure Communication Based on Quantized Synchronization of Chaotic Neural Networks Under an Event-Triggered Strategy158
Internal Feature Selection Method of CSP Based on L1-Norm and Dempster–Shafer Theory158
Deep Neural Networks and Tabular Data: A Survey154
Scene Segmentation With Dual Relation-Aware Attention Network154
Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition153
diffGrad: An Optimization Method for Convolutional Neural Networks152
Learning Knowledge Graph Embedding With Heterogeneous Relation Attention Networks152
Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition150
Neural Control of Robot Manipulators With Trajectory Tracking Constraints and Input Saturation148
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation145
Adaptive Neural Network Backstepping Control of Fractional-Order Nonlinear Systems With Actuator Faults140
A Comprehensive Survey on Community Detection With Deep Learning140
Why ResNet Works? Residuals Generalize138
An Efficient Group Recommendation Model With Multiattention-Based Neural Networks138
Reinforcement Learning-Based Optimal Tracking Control of an Unknown Unmanned Surface Vehicle136
Adaptive Bipartite Event-Triggered Output Consensus of Heterogeneous Linear Multiagent Systems Under Fixed and Switching Topologies133
Adaptive Neural Network Control for a Class of Nonlinear Systems With Function Constraints on States132
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification131
Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training127
Model Pruning Enables Efficient Federated Learning on Edge Devices126
Domain Adaptation With Neural Embedding Matching125
Deep Reinforcement Learning for Cyber Security123
A Novel Adaptive NN Prescribed Performance Control for Stochastic Nonlinear Systems123
Design and Analysis of Multiscroll Memristive Hopfield Neural Network With Adjustable Memductance and Application to Image Encryption119
Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle119
Reduced-Order Observer-Based Dynamic Event-Triggered Adaptive NN Control for Stochastic Nonlinear Systems Subject to Unknown Input Saturation117
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing117
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data116
Deep Learning Method Based on Gated Recurrent Unit and Variational Mode Decomposition for Short-Term Wind Power Interval Prediction115
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification112
3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising111
Impulsive Synchronization of Unbounded Delayed Inertial Neural Networks With Actuator Saturation and Sampled-Data Control and its Application to Image Encryption109
Anam-Net: Anamorphic Depth Embedding-Based Lightweight CNN for Segmentation of Anomalies in COVID-19 Chest CT Images108
Open Set Domain Adaptation: Theoretical Bound and Algorithm107
C-CNN: Contourlet Convolutional Neural Networks106
Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints106
Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems105
Heterogeneous Domain Adaptation: An Unsupervised Approach105
BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture105
Multilayer Sparsity-Based Tensor Decomposition for Low-Rank Tensor Completion104
Graph Edge Convolutional Neural Networks for Skeleton-Based Action Recognition104
Commonality Autoencoder: Learning Common Features for Change Detection From Heterogeneous Images104
Distributed Model-Free Adaptive Control for Learning Nonlinear MASs Under DoS Attacks103
Prior-Based Tensor Approximation for Anomaly Detection in Hyperspectral Imagery102
An Uncertainty-Aware Transfer Learning-Based Framework for COVID-19 Diagnosis101
Synchronization of Coupled Time-Delay Neural Networks With Mode-Dependent Average Dwell Time Switching101
Teacher–Student Curriculum Learning101
Activated Gradients for Deep Neural Networks101
A Survey of Stochastic Computing Neural Networks for Machine Learning Applications101
Rethinking 3-D LiDAR Point Cloud Segmentation100
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface100
Neural Cryptography Based on Complex-Valued Neural Network100
Observer-Based Adaptive Optimized Control for Stochastic Nonlinear Systems With Input and State Constraints99
Event-Based Adaptive NN Fixed-Time Cooperative Formation for Multiagent Systems99
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control98
A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing98
Neuromorphic Context-Dependent Learning Framework With Fault-Tolerant Spike Routing98
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning97
Backdoor Learning: A Survey97
Adaptive Multigradient Recursive Reinforcement Learning Event-Triggered Tracking Control for Multiagent Systems97
Neural Network-Based Finite-Time Command Filtering Control for Switched Nonlinear Systems With Backlash-Like Hysteresis97
Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening95
Policy Iteration Approach to the Infinite Horizon Average Optimal Control of Probabilistic Boolean Networks94
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series With Multiple Seasonal Patterns94
A Mutually Supervised Graph Attention Network for Few-Shot Segmentation: The Perspective of Fully Utilizing Limited Samples93
Looking Closer at the Scene: Multiscale Representation Learning for Remote Sensing Image Scene Classification93
Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder93
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series93
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays93
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