IEEE Transactions on Neural Networks and Learning Systems

Papers
(The median citation count of IEEE Transactions on Neural Networks and Learning Systems is 9. 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 2021-12-01 to 2025-12-01.)
ArticleCitations
IEEE Transactions on Neural Networks and Learning Systems Information for Authors3397
Table of Contents1709
IEEE Computational Intelligence Society Information806
End-to-End Streaming Video Temporal Action Segmentation With Reinforcement Learning678
On the Size and Width of the Decoder of a Boolean Threshold Autoencoder565
Single-Frame-Based Deep View Synchronization for Unsynchronized Multicamera Surveillance482
Altruistic Collaborative Learning456
Efficient Approximations for Matrix-Based Rényi’s Entropy on Sequential Data406
Deep-Growing Neural Network With Manifold Constraints for Hyperspectral Image Classification358
Local Causal Discovery in Multiple Manipulated Datasets353
Semantic Consistency Reasoning for 3-D Object Detection in Point Clouds325
Convolution Filter Compression via Sparse Linear Combinations of Quantized Basis313
Visual Reinforcement Learning Control With Instance-Reweighted Alignment and Instance-Dimension Uniformity294
Protecting Deep Learning Model Copyrights With Adversarial Example-Free Reuse Detection285
Multiview Classification Through Learning From Interval-Valued Data266
Discovering Spatiotemporal–Individual Coupled Features From Nonstandard Tensors—A Novel Dynamic Graph Mixer Approach255
Stochastically Controlled Compositional Gradient for Composition Problems252
Wormhole Dynamics in Deep Neural Networks252
Simulation-Aided Handover Prediction From Video Using Recurrent Image-to-Motion Networks250
A Novel Formulation of Trace Ratio Linear Discriminant Analysis241
Automated Anomaly Detection via Curiosity-Guided Search and Self-Imitation Learning240
Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation237
A Distributed Proximal Consensus Algorithm for Energy Saving in Ethylene Production228
Learning Single Spectral Abundance for Hyperspectral Subpixel Target Detection226
Consensus of Stochastic Dynamical Multiagent Systems in Directed Networks via PI Protocols225
Parameterized Luenberger-TypeHState Estimator for Delayed Static Neural Networks217
PGFormer: A Prototype-Graph Transformer for Incomplete Multiview Clustering210
Unsupervised Skill Discovery Through Skill Regions Differentiation207
Open Set Domain Adaptation via Joint Alignment and Category Separation202
A Weighted Heterogeneous Graph-Based Dialog System198
MUSIC: Accelerated Convergence for Distributed Optimization With Inexact and Exact Methods195
2-D Transformer: Extending Large Language Models to Long-Context With Few Memory193
IEEE Computational Intelligence Society190
Improving Pretrained Language Model Fine-Tuning With Noise Stability Regularization189
Task-Oriented Robot Cognitive Manipulation Planning Using Affordance Segmentation and Logic Reasoning188
MGEL: Multigrained Representation Analysis and Ensemble Learning for Text Moderation188
DigNet: Digging Clues From Local–Global Interactive Graph for Aspect-Level Sentiment Classification187
SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in Semantic Segmentation186
Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the Seven-Point Checklist186
Theoretical Advances on Stochastic Configuration Networks182
Designing Efficient Bit-Level Sparsity-Tolerant Memristive Networks182
LFT: Neural Ordinary Differential Equations With Learnable Final-Time181
ResDNet: Efficient Dense Multi-Scale Representations With Residual Learning for High-Level Vision Tasks180
Effective Streaming Low-Tubal-Rank Tensor Approximation via Frequent Directions180
Spectral Embedding Representation Based on Random Anchor Graph Aggregation179
Constructing Accurate and Efficient Deep Spiking Neural Networks With Double-Threshold and Augmented Schemes179
Empowering the Diversity and Individuality of Option: Residual Soft Option Critic Framework179
Scalable Inverse Reinforcement Learning Through Multifidelity Bayesian Optimization174
Source-Free Active Domain Adaptation via Augmentation-Based Sample Query and Progressive Model Adaptation170
Hierarchical Deep Reinforcement Learning-Based Propofol Infusion Assistant Framework in Anesthesia169
Analytical Bounds on the Local Lipschitz Constants of ReLU Networks167
Power Law in Deep Neural Networks: Sparse Network Generation and Continual Learning With Preferential Attachment167
Efficient Linear Discriminant Analysis Based on Randomized Low-Rank Approaches167
Soft Sensing for Time Series With Irregular Sampling Internals Based on a Denoising Interval Attention LSTM Network166
Recurrent Neural Dynamics Models for Perturbed Nonstationary Quadratic Programs: A Control-Theoretical Perspective158
Variational Dynamic for Self-Supervised Exploration in Deep Reinforcement Learning157
Hierarchical Graph Convolutional Network Built by Multiscale Atlases for Brain Disorder Diagnosis Using Functional Connectivity156
Efficient Spiking Neural Networks With Radix Encoding155
Deep Learning for Visual Localization and Mapping: A Survey155
Adaptive Neural Coordinated Control for Multiple Euler-Lagrange Systems With Periodic Event-Triggered Sampling154
Rethinking Pretraining as a Bridge From ANNs to SNNs154
A Dini-Derivative-Aided Zeroing Neural Network for Time-Variant Quadratic Programming Involving Multi-Type Constraints With Robotic Applications154
LMFE: Learning-Based Multiscale Feature Engineering in Partial Discharge Detection154
DenseKD: Dense Knowledge Distillation by Exploiting Region and Sample Importance152
Event-Triggered Synchronization of Multiple Fractional-Order Recurrent Neural Networks With Time-Varying Delays152
Deep Learning and Symbolic Regression for Discovering Parametric Equations150
Projective Synchronization for Uncertain Fractional Reaction-Diffusion Systems via Adaptive Sliding Mode Control Based on Finite-Time Scheme148
A Novel Generator With Auxiliary Branch for Improving GAN Performance147
Adaptive Weighted Ranking-Oriented Label Distribution Learning145
Federated Generalized Face Presentation Attack Detection145
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network Performance144
A Study on Truncated Newton Methods for Linear Classification144
Agglomerative Neural Networks for Multiview Clustering144
Depthwise Convolution for Multi-Agent Communication With Enhanced Mean-Field Approximation142
Conservative Novelty Synthesizing Network for Malware Recognition in an Open-Set Scenario140
Multistability of Almost Periodic Solutions for Fuzzy Competitive NNs With Time-Varying Delays137
Simple and Effective: Spatial Rescaling for Person Reidentification136
Modified RNN for Solving Comprehensive Sylvester Equation With TDOA Application136
From Cluster Assumption to Graph Convolution: Graph-Based Semi-Supervised Learning Revisited136
Heterogeneous Multidomain Recommender System Through Adversarial Learning135
Subspace Clustering via Structured Sparse Relation Representation135
A Novel Data Augmentation Method Based on CoralGAN for Prediction of Part Surface Roughness135
Neuro-Optimal Event-Triggered Impulsive Control for Stochastic Systems via ADP133
Exploring Dynamic Transformer for Efficient Object Tracking132
Attention-Based Real Image Restoration132
Penalizing the Hard Example But Not Too Much: A Strong Baseline for Fine-Grained Visual Classification132
H Bipartite Synchronization of Double-Layer Markov Switched Cooperation-Competition Neural Networks: A Distributed Dynamic Event-Triggered Mechanism132
Evolving Memristive Reservoir131
Local Anomaly Detection for Multivariate Time Series by Temporal Dependency Based on Poisson Model130
Koopman-Based MPC With Learned Dynamics: Hierarchical Neural Network Approach129
Butterfly Residual Network: A Hybrid Approach With Spectral Transformers and Depth-Wise Convolutions for Hyperspectral Image Super-Resolution129
Variable Gain Impulsive Synchronization for Discrete-Time Delayed Neural Networks and Its Application in Digital Secure Communication129
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment127
A Hybrid CMOS-Memristor Spiking Neural Network Supporting Multiple Learning Rules127
Interest HD: An Interest Frame Model for Recommendation Based on HD Image Generation127
Colorization-Inspired Customized Low-Light Image Enhancement by a Decoupled Network125
Context-Aware Learning and Pattern Decomposition for Temporal Knowledge Graph Reasoning125
Achieving Sharp Upper Bounds on the Expressive Power of Neural Networks via Tropical Polynomials125
Robust and Sparse Principal Component Analysis With Adaptive Loss Minimization for Feature Selection125
Adaptive Event-Triggered Bipartite Formation for Multiagent Systems via Reinforcement Learning124
Learning Sequential Variation Information for Dynamic Facial Expression Recognition124
An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network123
SinKD: Sinkhorn Distance Minimization for Knowledge Distillation123
Self-Constructing Fuzzy Neural Fractional-Order Sliding Mode Control of Active Power Filter122
Spatiotemporal Transformation-Based Neural Network With Interpretable Structure for Modeling Distributed Parameter Systems121
AEVAE: Adaptive Evolutionary Autoencoder for Anomaly Detection in Time Series120
Graph-Based Unsupervised Feature Selection for Interval-Valued Information System119
Status-Aware Signed Heterogeneous Network Embedding With Graph Neural Networks119
Inverse Reinforcement Learning for Adversarial Apprentice Games119
Manifold Interpolation for Large-Scale Multiobjective Optimization via Generative Adversarial Networks117
Chain-Structure Echo State Network With Stochastic Optimization: Methodology and Application117
Representation-Learning-Based CNN for Intelligent Attack Localization and Recovery of Cyber-Physical Power Systems117
Robust Symbol Detection Based on Quaternion Neural Networks in Wireless Polarization-Shift-Keying Communications116
Improved Stability Criteria for Delayed Neural Networks Using a Quadratic Function Negative-Definiteness Approach116
Proportional–Integral Observer-Based State Estimation for Singularly Perturbed Complex Networks With Cyberattacks115
Transfer Learning-Motivated Intelligent Fault Diagnosis Designs: A Survey, Insights, and Perspectives115
Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion114
Point-DAE: Denoising Autoencoders for Self-Supervised Point Cloud Learning114
Learning Aligned Vertex Convolutional Networks for Graph Classification112
DualGCN: Exploring Syntactic and Semantic Information for Aspect-Based Sentiment Analysis111
Granular Ball Sampling for Noisy Label Classification or Imbalanced Classification111
Deep Reinforcement Learning for Cyber Security111
A Shadow Imaging Bilinear Model and Three-Branch Residual Network for Shadow Removal110
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks110
Domain Adaptation via Prompt Learning109
Neural Network Output-Feedback Consensus Fault-Tolerant Control for Nonlinear Multiagent Systems With Intermittent Actuator Faults108
Neural Adaptive Intermittent Output Feedback Control for Autonomous Underwater Vehicles With Full-State Quantitative Designs108
Backdoor Attacks and Countermeasures in Natural Language Processing Models: A Comprehensive Security Review107
Three-Stage Semisupervised Cross-Modal Hashing With Pairwise Relations Exploitation107
Cross-Modal Remote Sensing Image–Text Retrieval via Context and Uncertainty-Aware Prompt106
IEEE Transactions on Neural Networks and Learning Systems Publication Information106
Learning Unified Anchor Graph for Joint Clustering of Hyperspectral and LiDAR Data106
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS Publication Information106
Exponential Asynchronous Stabilization for Delayed Semi-Markovian Neural Networks via DAEIC105
IEEE Transactions on Neural Networks and Learning Systems Information for Authors105
Optimizing for In-Memory Deep Learning With Emerging Memory Technology105
Progressively Learning to Reach Remote Goals by Continuously Updating Boundary Goals105
IEEE Transactions on Neural Networks and Learning Systems Publication Information105
TRG-Net: An Interpretable and Controllable Rain Generator104
Robust PID-Type Iterative Learning Control for Nonlinear Square and Nonsquare Systems104
Similarity-Agnostic Contrastive Learning With Alterable Self-Supervision104
An Interpretable Neural Control Network With Adaptable Online Learning for Sample Efficient Robot Locomotion Learning103
Neuroadaptive Control With Enhanced Stability and Reliability102
Sparse Count Data Clustering Using an Exponential Approximation to Generalized Dirichlet Multinomial Distributions102
Self-Supervised Deep Multiview Spectral Clustering102
Regularization Effect of Random Node Fault/Noise on Gradient Descent Learning Algorithm101
A Novel Fusion and Feature Selection Framework for Multisource Time-Series Data Based on Information Entropy101
Smart Machine Vision for Universal Spatial-Mode Reconstruction101
Targeted Collapse Regularized Autoencoder for Anomaly Detection: Black Hole at the Center100
Two-Time Scale Tracking Control of Flexible Robots With Primal-Dual Inverse Reinforcement Learning100
Privacy-Aware Data Acquisition Under Data Similarity in Regression Markets100
Reinforcement Learning From Hierarchical Critics100
Exponential Stability of Impulsive Timescale-Type Nonautonomous Neural Networks With Discrete Time-Varying and Infinite Distributed Delays99
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS Publication Information99
Generalized Subspace Coupling Approach for Robust Low-Tubal-Rank Tensor Completion98
Interactive Prognosis Framework Between Deep Learning and a Stochastic Process Model for Remaining Useful Life Prediction98
Dual Parallel Policy Iteration With Coupled Policy Improvement98
Multi-H∞ Controls for Unknown Input-Interference Nonlinear System With Reinforcement Learning98
Multiple Guidance Network for Industrial Product Surface Inspection With One Labeled Target Sample98
Retrieval-Augmented Few-Shot Medical Image Segmentation With Foundation Models97
Cardinality Constrained Portfolio Optimization via Alternating Direction Method of Multipliers97
SIN: Semantic Inference Network for Few-Shot Streaming Label Learning97
Unsupervised Deep Tensor Network for Hyperspectral–Multispectral Image Fusion97
An Online Active Broad Learning Approach for Real-Time Safety Assessment of Dynamic Systems in Nonstationary Environments97
An Explainable and Generalizable Recurrent Neural Network Approach for Differentiating Human Brain States on EEG Dataset96
Combining Optimal Path Search With Task-Dependent Learning in a Neural Network96
Cosine 2DPCA With Weighted Projection Maximization96
Bayesian-Learning-Based Diffusion Least Mean Square Algorithms Over Networks95
Accelerated Learning Control for Point-to-Point Tracking Systems95
On the Sufficient Condition for Solving the Gap-Filling Problem Using Deep Convolutional Neural Networks95
Learning Multi-Agent Cooperation via Considering Actions of Teammates95
Convolutional Neural Networks for Spherical Signal Processing via Area-Regular Spherical Haar Tight Framelets94
Biphasic Face Photo-Sketch Synthesis via Semantic-Driven Generative Adversarial Network With Graph Representation Learning94
A Unified Framework Based on Graph Consensus Term for Multiview Learning94
Anti-Confounding Hashing: Enhancing Radiological Image Retrieval via Debiased Weighting and Counterfactual Reasoning94
Composite Learning Control of Overactuated Manned Submersible Vehicle With Disturbance/Uncertainty and Measurement Noise94
A Theoretical Insight Into the Effect of Loss Function for Deep Semantic-Preserving Learning93
Token-Bucket-Protocol-Based Recursive Remote State Estimation for Complex Networks Under Amplify-and-Forward Relays93
SNN-FT: Temporal-Coded Spiking Neural Networks for Fourier Transform93
Inducing Neural Collapse via Anticlasses and One-Cold Cross-Entropy Loss92
State Estimation for Discrete Time-Delayed Impulsive Neural Networks Under Communication Constraints: A Delay-Range-Dependent Approach92
GMM Enhanced Anchor-Based Spectral Clustering for Large-Scale Data92
Degradation Alignment in Remaining Useful Life Prediction Using Deep Cycle-Consistent Learning92
Keep and Select: Improving Hierarchical Context Modeling for Multi-Turn Response Generation91
Clustering Interval and Triangular Granular Data: Modeling, Execution, and Assessment91
Causal Optimal Transport for Treatment Effect Estimation91
Long-Term Tracking of Evasive Urban Target Based on Intention Inference and Deep Reinforcement Learning91
Semi-Supervised Breast Lesion Segmentation Using Confidence-Ranked Features and Bi-Level Prototypes91
Data-Driven Internal Model Learning Control for Nonlinear Systems91
DMESH: A Structure-Preserving Diffusion Model for 3-D Mesh Denoising91
SAM-Med3D: A Vision Foundation Model for General-Purpose Segmentation on Volumetric Medical Images91
Clinical Prompt Learning With Frozen Language Models90
An Improved Non-Negative Latent Factor Model for Missing Data Estimation via Extragradient-Based Alternating Direction Method90
Learning Cross-Attention Discriminators via Alternating Time–Space Transformers for Visual Tracking90
HomLLM: Exploiting Semantic Homology Relationship for Fine-Grained Bird Image Classification via Large Language Models90
CycleTrans: Learning Neutral Yet Discriminative Features via Cycle Construction for Visible- Infrared Person Re-Identification90
Deep Adversarial Inconsistent Cognitive Sampling for Multiview Progressive Subspace Clustering89
Modularizing Deep Learning via Pairwise Learning With Kernels89
Skeleton-Based Human Motion Prediction With Privileged Supervision88
Discriminative Regression With Adaptive Graph Diffusion88
A Node-Collaboration-Informed Graph Convolutional Network for Highly Accurate Representation to Undirected Weighted Graph88
Explicit Margin Equilibrium for Few-Shot Object Detection88
Gait Quality Aware Network: Toward the Interpretability of Silhouette-Based Gait Recognition86
One-Step Multiview Clustering via Adaptive Graph Learning and Spectral Rotation86
Hierarchical Regression and Classification for Accurate Object Detection86
Uncertainty-Aware Aggregation for Federated Open Set Domain Adaptation86
An Inexact Sequential Quadratic Programming Method for Learning and Control of Recurrent Neural Networks86
Exponentially Synchronous Results for Delayed Neural Networks With Leakage Delay via Switched Delay Idea and AED-ADT Method86
Progressive Spatial Information-Guided Deep Aggregation Convolutional Network for Hyperspectral Spectral Super-Resolution86
Novel Discrete-Time Recurrent Neural Network for Robot Manipulator: A Direct Discretization Technical Route86
Finite-Time Passivity for Coupled Fractional-Order Neural Networks With Multistate or Multiderivative Couplings85
Optimal Control for Constrained Discrete-Time Nonlinear Systems Based on Safe Reinforcement Learning85
Fully Complex-Valued Dendritic Neuron Model85
Observer-Based NN Control for Nonlinear Systems With Full-State Constraints and External Disturbances85
Adaptive Integral Sliding Mode Control Using Fully Connected Recurrent Neural Network for Position and Attitude Control of Quadrotor85
Dual-Channel Adaptive Scale Hypergraph Encoders With Cross-View Contrastive Learning for Knowledge Tracing84
Formulating and Representing Multiagent Systems With Hypergraphs84
Random Orthogonal Additive Filters: A Solution to the Vanishing/Exploding Gradient of Deep Neural Networks84
Fuzzy Logic-Enhanced Neuroadaptive Fault-Tolerant Control for Vehicular Platoons With Stochastic Disturbances and Asymmetric Spacing Constraints83
Table of Contents83
Circuit Implementation and Quasi-Stabilization of Delayed Inertial Memristor-Based Neural Networks83
Learned Gradient Compression for Distributed Deep Learning83
PicassoNet: Searching Adaptive Architecture for Efficient Facial Landmark Localization83
Bicriteria Sparse Nonnegative Matrix Factorization via Two-Timescale Duplex Neurodynamic Optimization82
Cooperative Deep Q-Learning Framework for Environments Providing Image Feedback82
Temporal Encoding and Multispike Learning Framework for Efficient Recognition of Visual Patterns82
Massive Ultrasonic Data Compression Using Wavelet Packet Transformation Optimized by Convolutional Autoencoders82
Wavelet Transformer: An Effective Method on Multiple Periodic Decomposition for Time Series Forecasting81
Scale-Aware Super-Resolution Network With Dual Affinity Learning for Lesion Segmentation From Medical Images81
Multiagent Soft Actor-Critic Based Hybrid Motion Planner for Mobile Robots81
The Optimization of Control Parameters: Finite-Time Bipartite Synchronization of Memristive Neural Networks With Multiple Time Delays via Saturation Function81
Safe Adaptive Policy Transfer Reinforcement Learning for Distributed Multiagent Control80
Composite-Learning-Based Adaptive Neural Control for Dual-Arm Robots With Relative Motion80
A New Looped Functional to Synchronize Neural Networks With Sampled-Data Control80
IronForge: An Open, Secure, Fair, Decentralized Federated Learning80
Self-Supervised Random Forest on Transformed Distribution for Anomaly Detection80
Security and Safety-Critical Learning-Based Collaborative Control for Multiagent Systems80
GBRS: A Unified Granular-Ball Learning Model of Pawlak Rough Set and Neighborhood Rough Set79
Resilient Model Free Adaptive Distributed LFC for Multi-Area Power Systems Against Jamming Attacks79
Exponential Synchronization of Coupled Inertial Neural Networks With Hybrid Delays and Stochastic Impulses79
PPGF: Probability Pattern-Guided Time Series Forecasting78
Spatiotemporal Decouple-and-Squeeze Contrastive Learning for Semisupervised Skeleton-Based Action Recognition78
Event-Triggered Communication Network With Limited-Bandwidth Constraint for Multi-Agent Reinforcement Learning78
Reverse Graph Learning for Graph Neural Network78
Hierarchical Self-Attention Network for Industrial Data Series Modeling With Different Sampling Rates Between the Input and Output Sequences78
Memory-Efficient Class-Incremental Learning for Image Classification77
Flying Through a Narrow Gap Using End-to-End Deep Reinforcement Learning Augmented With Curriculum Learning and Sim2Real77
A Novel k-Means Framework via Constrained Relaxation and Spectral Rotation77
Safety-Critical Containment Maneuvering of Underactuated Autonomous Surface Vehicles Based on Neurodynamic Optimization With Control Barrier Functions77
Complete Stability of Delayed Recurrent Neural Networks With New Wave-Type Activation Functions77
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