IEEE Transactions on Neural Networks and Learning Systems

Papers
(The TQCC of IEEE Transactions on Neural Networks and Learning Systems is 20. 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 2021-05-01 to 2025-05-01.)
ArticleCitations
Convolution Filter Compression via Sparse Linear Combinations of Quantized Basis2370
Table of Contents1360
ResDNet: Efficient Dense Multi-Scale Representations With Residual Learning for High-Level Vision Tasks1131
IEEE Transactions on Neural Networks and Learning Systems Information for Authors650
Efficient Spiking Neural Networks With Radix Encoding569
Interest HD: An Interest Frame Model for Recommendation Based on HD Image Generation511
Consensus of Stochastic Dynamical Multiagent Systems in Directed Networks via PI Protocols473
Single-Frame-Based Deep View Synchronization for Unsynchronized Multicamera Surveillance452
Stochastically Controlled Compositional Gradient for Composition Problems419
A Universal Framework for Learning the Elliptical Mixture Model390
Outlier-Resistant Remote State Estimation for Recurrent Neural Networks With Mixed Time-Delays373
Convolutional Neural Networks With Dynamic Regularization302
Simulation-Aided Handover Prediction From Video Using Recurrent Image-to-Motion Networks287
Spatiotemporal Graph Convolution Multifusion Network for Urban Vehicle Emission Prediction249
Automated Anomaly Detection via Curiosity-Guided Search and Self-Imitation Learning246
Altruistic Collaborative Learning238
Graph-Based Unsupervised Feature Selection for Interval-Valued Information System222
Multiview Classification Through Learning From Interval-Valued Data220
Agglomerative Neural Networks for Multiview Clustering216
Analytical Bounds on the Local Lipschitz Constants of ReLU Networks214
Evolving Memristive Reservoir211
LFT: Neural Ordinary Differential Equations With Learnable Final-Time208
Robust Symbol Detection Based on Quaternion Neural Networks in Wireless Polarization-Shift-Keying Communications207
Local Causal Discovery in Multiple Manipulated Datasets206
Power Law in Deep Neural Networks: Sparse Network Generation and Continual Learning With Preferential Attachment204
Rethinking Pretraining as a Bridge From ANNs to SNNs203
Open Set Domain Adaptation via Joint Alignment and Category Separation202
A Novel Data Augmentation Method Based on CoralGAN for Prediction of Part Surface Roughness201
Heterogeneous Multidomain Recommender System Through Adversarial Learning198
Nonergodic Complexity of Proximal Inertial Gradient Descents189
AEVAE: Adaptive Evolutionary Autoencoder for Anomaly Detection in Time Series185
Designing Efficient Bit-Level Sparsity-Tolerant Memristive Networks183
A Distributed Proximal Consensus Algorithm for Energy Saving in Ethylene Production183
Improving Pretrained Language Model Fine-Tuning With Noise Stability Regularization176
On the Size and Width of the Decoder of a Boolean Threshold Autoencoder172
Achieving Sharp Upper Bounds on the Expressive Power of Neural Networks via Tropical Polynomials168
Penalizing the Hard Example But Not Too Much: A Strong Baseline for Fine-Grained Visual Classification164
MGEL: Multigrained Representation Analysis and Ensemble Learning for Text Moderation162
Efficient Approximations for Matrix-Based Rényi’s Entropy on Sequential Data161
Hierarchical Deep Reinforcement Learning-Based Propofol Infusion Assistant Framework in Anesthesia160
Depthwise Convolution for Multi-Agent Communication With Enhanced Mean-Field Approximation160
Target Controllability in Multilayer Networks via Minimum-Cost Maximum-Flow Method159
Deep-Growing Neural Network With Manifold Constraints for Hyperspectral Image Classification155
Learning Single Spectral Abundance for Hyperspectral Subpixel Target Detection152
Backdoor Attacks and Countermeasures in Natural Language Processing Models: A Comprehensive Security Review152
Task-Oriented Robot Cognitive Manipulation Planning Using Affordance Segmentation and Logic Reasoning151
Semantic Consistency Reasoning for 3-D Object Detection in Point Clouds151
DenseKD: Dense Knowledge Distillation by Exploiting Region and Sample Importance151
IEEE Computational Intelligence Society Information147
Neuro-Optimal Event-Triggered Impulsive Control for Stochastic Systems via ADP145
A Hybrid CMOS-Memristor Spiking Neural Network Supporting Multiple Learning Rules145
MUSIC: Accelerated Convergence for Distributed Optimization With Inexact and Exact Methods144
Attention-Based Real Image Restoration144
Efficient Linear Discriminant Analysis Based on Randomized Low-Rank Approaches144
Conservative Novelty Synthesizing Network for Malware Recognition in an Open-Set Scenario140
Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion140
2-D Transformer: Extending Large Language Models to Long-Context With Few Memory140
Empowering the Diversity and Individuality of Option: Residual Soft Option Critic Framework138
Scalable Inverse Reinforcement Learning Through Multifidelity Bayesian Optimization138
Adaptive Fusion of Heterogeneous Manifolds for Subspace Clustering138
EDP: An Efficient Decomposition and Pruning Scheme for Convolutional Neural Network Compression137
Cross-Modal Remote Sensing Image–Text Retrieval via Context and Uncertainty-Aware Prompt136
Domain Adaptation via Prompt Learning136
Deep Learning for Visual Localization and Mapping: A Survey134
SinKD: Sinkhorn Distance Minimization for Knowledge Distillation133
Adaptive Neural Coordinated Control for Multiple Euler-Lagrange Systems With Periodic Event-Triggered Sampling133
A Weighted Heterogeneous Graph-Based Dialog System132
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network Performance131
Adaptive Event-Triggered Bipartite Formation for Multiagent Systems via Reinforcement Learning130
Manifold Interpolation for Large-Scale Multiobjective Optimization via Generative Adversarial Networks129
Proportional–Integral Observer-Based State Estimation for Singularly Perturbed Complex Networks With Cyberattacks128
Neural Adaptive Intermittent Output Feedback Control for Autonomous Underwater Vehicles With Full-State Quantitative Designs128
Spatiotemporal Transformation-Based Neural Network With Interpretable Structure for Modeling Distributed Parameter Systems125
Learning Sequential Variation Information for Dynamic Facial Expression Recognition125
Simple and Effective: Spatial Rescaling for Person Reidentification125
Exploring Dynamic Transformer for Efficient Object Tracking124
Hierarchical Graph Convolutional Network Built by Multiscale Atlases for Brain Disorder Diagnosis Using Functional Connectivity123
Federated Generalized Face Presentation Attack Detection123
From Cluster Assumption to Graph Convolution: Graph-Based Semi-Supervised Learning Revisited123
Variable Gain Impulsive Synchronization for Discrete-Time Delayed Neural Networks and Its Application in Digital Secure Communication123
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment122
An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network122
A Novel Generator With Auxiliary Branch for Improving GAN Performance121
Improved Stability Criteria for Delayed Neural Networks Using a Quadratic Function Negative-Definiteness Approach121
Representation-Learning-Based CNN for Intelligent Attack Localization and Recovery of Cyber-Physical Power Systems117
Chain-Structure Echo State Network With Stochastic Optimization: Methodology and Application117
End-to-End Streaming Video Temporal Action Segmentation With Reinforcement Learning116
A Dini-Derivative-Aided Zeroing Neural Network for Time-Variant Quadratic Programming Involving Multi-Type Constraints With Robotic Applications115
Colorization-Inspired Customized Low-Light Image Enhancement by a Decoupled Network113
Learning Aligned Vertex Convolutional Networks for Graph Classification113
A Study on Truncated Newton Methods for Linear Classification113
Projective Synchronization for Uncertain Fractional Reaction-Diffusion Systems via Adaptive Sliding Mode Control Based on Finite-Time Scheme112
Recurrent Neural Dynamics Models for Perturbed Nonstationary Quadratic Programs: A Control-Theoretical Perspective112
Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series112
Event-Triggered Synchronization of Multiple Fractional-Order Recurrent Neural Networks With Time-Varying Delays112
Visual Reinforcement Learning Control With Instance-Reweighted Alignment and Instance-Dimension Uniformity111
Multistability of Almost Periodic Solutions for Fuzzy Competitive NNs With Time-Varying Delays110
Effective Streaming Low-Tubal-Rank Tensor Approximation via Frequent Directions109
Constructing Accurate and Efficient Deep Spiking Neural Networks With Double-Threshold and Augmented Schemes109
Koopman-Based MPC With Learned Dynamics: Hierarchical Neural Network Approach108
Neural Network Output-Feedback Consensus Fault-Tolerant Control for Nonlinear Multiagent Systems With Intermittent Actuator Faults107
A Shadow Imaging Bilinear Model and Three-Branch Residual Network for Shadow Removal107
DualGCN: Exploring Syntactic and Semantic Information for Aspect-Based Sentiment Analysis107
Modified RNN for Solving Comprehensive Sylvester Equation With TDOA Application106
Automated Social Text Annotation With Joint Multilabel Attention Networks104
Inverse Reinforcement Learning for Adversarial Apprentice Games104
Source-Free Active Domain Adaptation via Augmentation-Based Sample Query and Progressive Model Adaptation104
Adaptive Developmental Resonance Network104
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks104
Robust and Sparse Principal Component Analysis With Adaptive Loss Minimization for Feature Selection104
A Novel Formulation of Trace Ratio Linear Discriminant Analysis102
Subspace Clustering via Structured Sparse Relation Representation102
Point-DAE: Denoising Autoencoders for Self-Supervised Point Cloud Learning102
LMFE: Learning-Based Multiscale Feature Engineering in Partial Discharge Detection101
Variational Dynamic for Self-Supervised Exploration in Deep Reinforcement Learning101
Deep Learning and Symbolic Regression for Discovering Parametric Equations101
Adaptive Weighted Ranking-Oriented Label Distribution Learning101
Granular Ball Sampling for Noisy Label Classification or Imbalanced Classification100
H Bipartite Synchronization of Double-Layer Markov Switched Cooperation-Competition Neural Networks: A Distributed Dynamic Event-Triggered Mechanism100
Self-Constructing Fuzzy Neural Fractional-Order Sliding Mode Control of Active Power Filter99
Status-Aware Signed Heterogeneous Network Embedding With Graph Neural Networks99
Three-Stage Semisupervised Cross-Modal Hashing With Pairwise Relations Exploitation99
Parameterized Luenberger-TypeHState Estimator for Delayed Static Neural Networks99
Learning Unified Anchor Graph for Joint Clustering of Hyperspectral and LiDAR Data98
Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation98
Local Anomaly Detection for Multivariate Time Series by Temporal Dependency Based on Poisson Model98
Transfer Learning-Motivated Intelligent Fault Diagnosis Designs: A Survey, Insights, and Perspectives98
Deep Reinforcement Learning for Cyber Security97
Privacy-Aware Data Acquisition Under Data Similarity in Regression Markets96
Random Orthogonal Additive Filters: A Solution to the Vanishing/Exploding Gradient of Deep Neural Networks96
DMESH: A Structure-Preserving Diffusion Model for 3-D Mesh Denoising96
Smart Machine Vision for Universal Spatial-Mode Reconstruction95
IEEE Transactions on Neural Networks and Learning Systems Publication Information95
A Novel Fusion and Feature Selection Framework for Multisource Time-Series Data Based on Information Entropy95
IEEE Computational Intelligence Society Information95
Table of Contents95
Wavelet Transformer: An Effective Method on Multiple Periodic Decomposition for Time Series Forecasting94
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS Publication Information94
Biphasic Face Photo-Sketch Synthesis via Semantic-Driven Generative Adversarial Network With Graph Representation Learning93
Neuroadaptive Control With Enhanced Stability and Reliability93
IEEE Transactions on Neural Networks and Learning Systems Publication Information92
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS Publication Information92
Exponentially Synchronous Results for Delayed Neural Networks With Leakage Delay via Switched Delay Idea and AED-ADT Method92
Composite-Learning-Based Adaptive Neural Control for Dual-Arm Robots With Relative Motion92
Observer-Based NN Control for Nonlinear Systems With Full-State Constraints and External Disturbances91
Multiagent Soft Actor-Critic Based Hybrid Motion Planner for Mobile Robots91
Bidirectional Probabilistic Subspaces Approximation for Multiview Clustering91
Massive Ultrasonic Data Compression Using Wavelet Packet Transformation Optimized by Convolutional Autoencoders90
An Online Active Broad Learning Approach for Real-Time Safety Assessment of Dynamic Systems in Nonstationary Environments90
One-Step Multiview Clustering via Adaptive Graph Learning and Spectral Rotation90
Multiple Guidance Network for Industrial Product Surface Inspection With One Labeled Target Sample90
Accelerated Learning Control for Point-to-Point Tracking Systems89
Long-Term Tracking of Evasive Urban Target Based on Intention Inference and Deep Reinforcement Learning89
Dual-Channel Adaptive Scale Hypergraph Encoders With Cross-View Contrastive Learning for Knowledge Tracing89
Complete Stability of Delayed Recurrent Neural Networks With New Wave-Type Activation Functions88
Learned Gradient Compression for Distributed Deep Learning88
Self-Supervised Random Forest on Transformed Distribution for Anomaly Detection88
A New Looped Functional to Synchronize Neural Networks With Sampled-Data Control87
Novel Discrete-Time Recurrent Neural Network for Robot Manipulator: A Direct Discretization Technical Route87
Flying Through a Narrow Gap Using End-to-End Deep Reinforcement Learning Augmented With Curriculum Learning and Sim2Real87
Resilient Model Free Adaptive Distributed LFC for Multi-Area Power Systems Against Jamming Attacks87
An Interpretable Neural Control Network With Adaptable Online Learning for Sample Efficient Robot Locomotion Learning86
Discrete-Time Signatures and Randomness in Reservoir Computing86
Security and Safety-Critical Learning-Based Collaborative Control for Multiagent Systems86
Learning Cross-Attention Discriminators via Alternating Time–Space Transformers for Visual Tracking86
Synaptic Weight Evolution and Charge Trapping Mechanisms in a Synaptic Pass-Transistor Operation With a Direct Potential Output86
SIN: Semantic Inference Network for Few-Shot Streaming Label Learning86
Interactive Prognosis Framework Between Deep Learning and a Stochastic Process Model for Remaining Useful Life Prediction86
A Unified Framework Based on Graph Consensus Term for Multiview Learning85
An Explainable and Generalizable Recurrent Neural Network Approach for Differentiating Human Brain States on EEG Dataset85
Memory-Efficient Class-Incremental Learning for Image Classification85
Two-Time Scale Tracking Control of Flexible Robots With Primal-Dual Inverse Reinforcement Learning85
Further Results on Optimal Tracking Control for Nonlinear Systems With Nonzero Equilibrium via Adaptive Dynamic Programming84
Targeted Collapse Regularized Autoencoder for Anomaly Detection: Black Hole at the Center84
Learning Multi-Agent Cooperation via Considering Actions of Teammates84
Toward Discriminating and Synthesizing Motion Traces Using Deep Probabilistic Generative Models84
Cooperative Deep Q-Learning Framework for Environments Providing Image Feedback84
Bicriteria Sparse Nonnegative Matrix Factorization via Two-Timescale Duplex Neurodynamic Optimization83
GBRS: A Unified Granular-Ball Learning Model of Pawlak Rough Set and Neighborhood Rough Set83
Simultaneous Global and Local Graph Structure Preserving for Multiple Kernel Clustering83
Clinical Prompt Learning With Frozen Language Models83
Exponential Stability of Impulsive Timescale-Type Nonautonomous Neural Networks With Discrete Time-Varying and Infinite Distributed Delays82
Event-Triggered Communication Network With Limited-Bandwidth Constraint for Multi-Agent Reinforcement Learning82
Dual Parallel Policy Iteration With Coupled Policy Improvement82
CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection82
Multi-H∞ Controls for Unknown Input-Interference Nonlinear System With Reinforcement Learning82
Composite Learning Control of Overactuated Manned Submersible Vehicle With Disturbance/Uncertainty and Measurement Noise82
PPGF: Probability Pattern-Guided Time Series Forecasting81
Skeleton-Based Human Motion Prediction With Privileged Supervision81
Scale-Aware Super-Resolution Network With Dual Affinity Learning for Lesion Segmentation From Medical Images81
Deep Adversarial Inconsistent Cognitive Sampling for Multiview Progressive Subspace Clustering80
Regularization Effect of Random Node Fault/Noise on Gradient Descent Learning Algorithm80
PicassoNet: Searching Adaptive Architecture for Efficient Facial Landmark Localization80
State Estimation for Discrete Time-Delayed Impulsive Neural Networks Under Communication Constraints: A Delay-Range-Dependent Approach80
A Theoretical Insight Into the Effect of Loss Function for Deep Semantic-Preserving Learning80
Intelligent Time-Scale Operator-Splitting Integration for Chemical Reaction Systems80
Disturbance-Aware Neuro-Optimal System Control Using Generative Adversarial Control Networks79
Context-Aware Learning for Generative Models79
An Uplink Communication-Efficient Approach to Featurewise Distributed Sparse Optimization With Differential Privacy79
Cardinality Constrained Portfolio Optimization via Alternating Direction Method of Multipliers79
Exponential Synchronization of Coupled Inertial Neural Networks With Hybrid Delays and Stochastic Impulses78
Explicit Margin Equilibrium for Few-Shot Object Detection78
Hierarchical Self-Attention Network for Industrial Data Series Modeling With Different Sampling Rates Between the Input and Output Sequences78
Keep and Select: Improving Hierarchical Context Modeling for Multi-Turn Response Generation78
Self-Supervised Deep Multiview Spectral Clustering78
Optimizing for In-Memory Deep Learning With Emerging Memory Technology78
Sparse Count Data Clustering Using an Exponential Approximation to Generalized Dirichlet Multinomial Distributions78
Data-Driven Internal Model Learning Control for Nonlinear Systems77
Combining Optimal Path Search With Task-Dependent Learning in a Neural Network77
Cosine 2DPCA With Weighted Projection Maximization77
An Inexact Sequential Quadratic Programming Method for Learning and Control of Recurrent Neural Networks77
IronForge: An Open, Secure, Fair, Decentralized Federated Learning77
Clustering Interval and Triangular Granular Data: Modeling, Execution, and Assessment76
A Node-Collaboration-Informed Graph Convolutional Network for Highly Accurate Representation to Undirected Weighted Graph76
Uncertainty-Aware Aggregation for Federated Open Set Domain Adaptation76
Exponential Asynchronous Stabilization for Delayed Semi-Markovian Neural Networks via DAEIC76
Finite-Time Passivity for Coupled Fractional-Order Neural Networks With Multistate or Multiderivative Couplings76
Temporal Encoding and Multispike Learning Framework for Efficient Recognition of Visual Patterns76
Token-Bucket-Protocol-Based Recursive Remote State Estimation for Complex Networks Under Amplify-and-Forward Relays76
Progressively Learning to Reach Remote Goals by Continuously Updating Boundary Goals75
Convolutional Neural Networks for Spherical Signal Processing via Area-Regular Spherical Haar Tight Framelets75
Anti-Confounding Hashing: Enhancing Radiological Image Retrieval via Debiased Weighting and Counterfactual Reasoning75
Optimal Control for Constrained Discrete-Time Nonlinear Systems Based on Safe Reinforcement Learning75
Adaptive Integral Sliding Mode Control Using Fully Connected Recurrent Neural Network for Position and Attitude Control of Quadrotor75
Safe Adaptive Policy Transfer Reinforcement Learning for Distributed Multiagent Control75
An Improved Non-Negative Latent Factor Model for Missing Data Estimation via Extragradient-Based Alternating Direction Method75
Bayesian-Learning-Based Diffusion Least Mean Square Algorithms Over Networks74
Gait Quality Aware Network: Toward the Interpretability of Silhouette-Based Gait Recognition74
Hierarchical Regression and Classification for Accurate Object Detection73
CycleTrans: Learning Neutral Yet Discriminative Features via Cycle Construction for Visible- Infrared Person Re-Identification73
Spatiotemporal Decouple-and-Squeeze Contrastive Learning for Semisupervised Skeleton-Based Action Recognition73
Modularizing Deep Learning via Pairwise Learning With Kernels73
Formulating and Representing Multiagent Systems With Hypergraphs73
Causal Optimal Transport for Treatment Effect Estimation73
A Novel k-Means Framework via Constrained Relaxation and Spectral Rotation73
Reinforcement Learning From Hierarchical Critics73
Progressive Spatial Information-Guided Deep Aggregation Convolutional Network for Hyperspectral Spectral Super-Resolution72
Unsupervised Deep Tensor Network for Hyperspectral–Multispectral Image Fusion72
Discriminative Regression With Adaptive Graph Diffusion72
Degradation Alignment in Remaining Useful Life Prediction Using Deep Cycle-Consistent Learning71
Circuit Implementation and Quasi-Stabilization of Delayed Inertial Memristor-Based Neural Networks71
A Cross-Client Coordinator in Federated Learning Framework for Conquering Heterogeneity71
Iterative Learning Model Predictive Control Based on Iterative Data-Driven Modeling71
Qualitative Analysis and Bifurcation in a Neuron System With Memristor Characteristics and Time Delay71
The Optimization of Control Parameters: Finite-Time Bipartite Synchronization of Memristive Neural Networks With Multiple Time Delays via Saturation Function71
Adaptive Synchronization of Fractional-Order Output-Coupling Neural Networks via Quantized Output Control70
StateNet: Deep State Learning for Robust Feature Matching of Remote Sensing Images69
IEEE Computational Intelligence Society Information69
Fully Complex-Valued Dendritic Neuron Model69
Reverse Graph Learning for Graph Neural Network69
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