IEEE Transactions on Neural Networks and Learning Systems

Papers
(The H4-Index of IEEE Transactions on Neural Networks and Learning Systems is 95. 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 2021-02-01 to 2025-02-01.)
ArticleCitations
IEEE Transactions on Neural Networks and Learning Systems Publication Information1749
GSSTU: Generative Spatial Self-Attention Transformer Unit for Enhanced Video Prediction1053
Use of Parallel Explanatory Models to Enhance Transparency of Neural Network Configurations for Cell Degradation Detection1020
Spectral Tensor Layers for Communication-Free Distributed Deep Learning908
Hierarchical Deep Reinforcement Learning-Based Propofol Infusion Assistant Framework in Anesthesia635
Learning Unified Anchor Graph for Joint Clustering of Hyperspectral and LiDAR Data550
Table of Contents462
Source-Free Active Domain Adaptation via Augmentation-Based Sample Query and Progressive Model Adaptation409
Table of Contents392
IEEE Computational Intelligence Society Information387
Table of Contents385
Adaptive Multistep Prediction With Sequence-to-Sequence (Seq2Seq) Models348
Cross-Cloud Consistency for Weakly Supervised Point Cloud Semantic Segmentation308
Differential Evolution Algorithm for Fast Gains Learning in a High-Gain Controller270
FairXAI -A Taxonomy and Framework for Fairness and Explainability Synergy in Machine Learning245
DenseKD: Dense Knowledge Distillation by Exploiting Region and Sample Importance241
Uncertainty-Guided Discriminative Priors Mining for Flexible Unsupervised Spectral Reconstruction214
Low Latency Conversion of Artificial Neural Network Models to Rate-Encoded Spiking Neural Networks208
Compressing Transfer: Mutual Learning-Empowered Knowledge Distillation for Temporal Knowledge Graph Reasoning186
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS Publication Information184
Rethinking 3-D LiDAR Point Cloud Segmentation182
The Symplectic Adjoint Method: Memory-Efficient Backpropagation of Neural-Network-Based Differential Equations182
Transductive Zero-Shot Action Recognition via Visually Connected Graph Convolutional Networks179
IEEE Computational Intelligence Society Information178
A Hybrid CMOS-Memristive Approach to Designing Deep Generative Models177
COPSRO: An Offline Empirical Game Theoretic Method With Conservative Critic174
Orthogonal Capsule Networks With Positional Information Preservation and Lightweight Feature Learning167
Discriminative Deep Canonical Correlation Analysis for Multi-View Data166
A Robust Mean-Field Actor-Critic Reinforcement Learning Against Adversarial Perturbations on Agent States165
Analytical Bounds on the Local Lipschitz Constants of ReLU Networks158
Medical-Knowledge-Based Graph Neural Network for Medication Combination Prediction157
Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion157
Staleness-Reduction Mini-Batch K-Means156
IEEE Transactions on Neural Networks and Learning Systems Publication Information146
From Cluster Assumption to Graph Convolution: Graph-Based Semi-Supervised Learning Revisited146
Robust Low-Tubal-Rank Tensor Completion Based on Tensor Factorization and Maximum Correntopy Criterion145
Dynamics-Adaptive Continual Reinforcement Learning via Progressive Contextualization145
Learning Relation-Enhanced Hierarchical Solver for Math Word Problems144
Event-Triggered Model-Free Adaptive Control for Nonlinear Multiagent Systems Under Jamming Attacks144
A Switching Memory-Based Event-Trigger Scheme for Synchronization of Lur’e Systems With Actuator Saturation: A Hybrid Lyapunov Method141
Interest HD: An Interest Frame Model for Recommendation Based on HD Image Generation141
A Novel Composite Graph Neural Network137
OpenHoldem: A Benchmark for Large-Scale Imperfect-Information Game Research135
Learning-Based Slip Detection for Dexterous Manipulation Using GelStereo Sensing133
DMGAN: Adversarial Learning-Based Decision Making for Human-Level Plant-Wide Operation of Process Industries Under Uncertainties130
Self-Paced Clustering Ensemble128
Stigmergic Independent Reinforcement Learning for Multiagent Collaboration124
Robust-EQA: Robust Learning for Embodied Question Answering With Noisy Labels123
Decision Fusion Networks for Image Classification120
Multiagent Trust Region Policy Optimization120
Robust Matrix Factorization With Spectral Embedding119
Self-Supervised Attentive Generative Adversarial Networks for Video Anomaly Detection118
Event-Triggered ADP for Nonzero-Sum Games of Unknown Nonlinear Systems118
Model-Freeλ-Policy Iteration for Discrete-Time Linear Quadratic Regulation117
Adaptive Critic for Event-Triggered Unknown Nonlinear Optimal Tracking Design With Wastewater Treatment Applications117
End-to-End Hierarchical Reinforcement Learning With Integrated Subgoal Discovery116
Policy Correction and State-Conditioned Action Evaluation for Few-Shot Lifelong Deep Reinforcement Learning115
A Lightweight Group Transformer-Based Time Series Reduction Network for Edge Intelligence and Its Application in Industrial RUL Prediction115
Cross-View Approximation on Grassmann Manifold for Multiview Clustering115
Robust Functional Manifold Clustering114
Transfer Increment for Generalized Zero-Shot Learning112
On the Comparisons of Decorrelation Approaches for Non-Gaussian Neutral Vector Variables111
Multiscale Human Activity Recognition and Anticipation Network110
A New Approach to Descriptors Generation for Image Retrieval by Analyzing Activations of Deep Neural Network Layers109
Keyword-Based Diverse Image Retrieval With Variational Multiple Instance Graph109
Uniform Tensor Clustering by Jointly Exploring Sample Affinities of Various Orders109
Twin-Incoherent Self-Expressive Locality-Adaptive Latent Dictionary Pair Learning for Classification109
Neural Network Model-Based Control for Manipulator: An Autoencoder Perspective108
Spectral-Spatial Global Graph Reasoning for Hyperspectral Image Classification107
Adaptive NN Controller of Nonlinear State-Dependent Constrained Systems With Unknown Control Direction107
Modified RNN for Solving Comprehensive Sylvester Equation With TDOA Application107
Neuroadaptive Fault-Tolerant Control With Guaranteed Performance for Euler–Lagrange Systems Under Dying Power Faults107
Neural Adaptive Intermittent Output Feedback Control for Autonomous Underwater Vehicles With Full-State Quantitative Designs107
Time-/Event-Triggered Adaptive Neural Asymptotic Tracking Control of Nonlinear Interconnected Systems With Unmodeled Dynamics and Prescribed Performance104
General Hamiltonian Neural Networks for Dynamic Modeling: Handling Sophisticated Constraints Automatically and Achieving Coordinates Free104
Rapid Sensor Fault Diagnosis for a Class of Nonlinear Systems via Deterministic Learning103
Recent Advances in Conventional and Deep Learning-Based Depth Completion: A Survey102
CGDD: Multiview Graph Clustering via Cross-Graph Diversity Detection102
Incremental PID Controller-Based Learning Rate Scheduler for Stochastic Gradient Descent101
Attention-Based Real Image Restoration101
StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs101
Interactive Lexical and Semantic Graphs for Semisupervised Relation Extraction100
Agglomerative Neural Networks for Multiview Clustering99
Real-Time Leak Location of Long-Distance Pipeline Using Adaptive Dynamic Programming99
A Study on Truncated Newton Methods for Linear Classification99
Wavelet-Based Dual Recursive Network for Image Super-Resolution99
Quantifying the Alignment of Graph and Features in Deep Learning98
A Componentwise Approach to Weakly Supervised Semantic Segmentation Using Dual-Feedback Network98
Table of Contents97
Intrinsic Graph Learning With Discrete Constrained Diffusion–Fusion97
IEEE Computational Intelligence Society Information97
SAB Net: A Semantic Attention Boosting Framework for Semantic Segmentation97
Online Learning With Uncertain Feedback Graphs96
Adversarial Learning of Disentangled and Generalizable Representations of Visual Attributes96
Power Law in Deep Neural Networks: Sparse Network Generation and Continual Learning With Preferential Attachment96
Hybrid Reinforcement Learning for Optimal Control of Non-Linear Switching System95
Projective Synchronization of Discrete-Time Variable-Order Fractional Neural Networks With Time-Varying Delays95
Implicit Weight Learning for Multi-View Clustering95
MIT: Mutual Information Topic Model for Diverse Topic Extraction95
Spatiotemporal Memories for Missing Samples Reconstruction95
Image Matting With Deep Gaussian Process95
Question-Guided Erasing-Based Spatiotemporal Attention Learning for Video Question Answering95
Adaptive Neural Consensus Observer Networks Design for a Class of Semilinear Parabolic PDE Systems95
Pyramid Pixel Context Adaption Network for Medical Image Classification With Supervised Contrastive Learning95
An Efficient Sharing Grouped Convolution via Bayesian Learning95
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