IEEE Transactions on Neural Networks and Learning Systems

Papers
(The H4-Index of IEEE Transactions on Neural Networks and Learning Systems is 123. 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 2022-06-01 to 2026-06-01.)
ArticleCitations
IEEE Transactions on Neural Networks and Learning Systems Information for Authors4136
Table of Contents1001
IEEE Computational Intelligence Society Information840
Altruistic Collaborative Learning738
Local Causal Discovery in Multiple Manipulated Datasets629
Convolution Filter Compression via Sparse Linear Combinations of Quantized Basis610
Efficient Approximations for Matrix-Based Rényi’s Entropy on Sequential Data479
Empowering the Diversity and Individuality of Option: Residual Soft Option Critic Framework447
Neuro-Optimal Event-Triggered Impulsive Control for Stochastic Systems via ADP427
2-D Transformer: Extending Large Language Models to Long-Context With Few Memory427
Achieving Sharp Upper Bounds on the Expressive Power of Neural Networks via Tropical Polynomials407
Variable Gain Impulsive Synchronization for Discrete-Time Delayed Neural Networks and Its Application in Digital Secure Communication396
Visual Reinforcement Learning Control With Instance-Reweighted Alignment and Instance-Dimension Uniformity370
Protecting Deep Learning Model Copyrights With Adversarial Example-Free Reuse Detection337
Stochastically Controlled Compositional Gradient for Composition Problems300
Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation292
A Distributed Proximal Consensus Algorithm for Energy Saving in Ethylene Production286
IEEE Computational Intelligence Society285
Population Historical Information-Driven Evolutionary Multitask Neural Architecture Search271
Wormhole Dynamics in Deep Neural Networks267
Scalable Inverse Reinforcement Learning Through Multifidelity Bayesian Optimization266
Interest HD: An Interest Frame Model for Recommendation Based on HD Image Generation264
Reinforcement Learning-Based Cooperative Control for Nonlinear Multiagent System With State and Control Input Constraints and Guaranteed Convergence Performance258
Task-Oriented Robot Cognitive Manipulation Planning Using Affordance Segmentation and Logic Reasoning255
A Novel Generator With Auxiliary Branch for Improving GAN Performance254
Local Anomaly Detection for Multivariate Time Series by Temporal Dependency Based on Poisson Model243
LFT: Neural Ordinary Differential Equations With Learnable Final-Time239
ResDNet: Efficient Dense Multi-Scale Representations With Residual Learning for High-Level Vision Tasks235
AEVAE: Adaptive Evolutionary Autoencoder for Anomaly Detection in Time Series235
SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in Semantic Segmentation234
Power Law in Deep Neural Networks: Sparse Network Generation and Continual Learning With Preferential Attachment232
Subspace Clustering via Structured Sparse Relation Representation227
Deep Learning and Symbolic Regression for Discovering Parametric Equations226
Neural Adaptive Intermittent Output Feedback Control for Autonomous Underwater Vehicles With Full-State Quantitative Designs218
Analytical Bounds on the Local Lipschitz Constants of ReLU Networks217
Parameterized Luenberger-TypeH∞State Estimator for Delayed Static Neural Networks214
Spatiotemporal Transformation-Based Neural Network With Interpretable Structure for Modeling Distributed Parameter Systems211
DualGCN: Exploring Syntactic and Semantic Information for Aspect-Based Sentiment Analysis208
Evolving Memristive Reservoir208
Colorization-Inspired Customized Low-Light Image Enhancement by a Decoupled Network206
A Novel Formulation of Trace Ratio Linear Discriminant Analysis205
Efficient Linear Discriminant Analysis Based on Randomized Low-Rank Approaches199
Designing Efficient Bit-Level Sparsity-Tolerant Memristive Networks196
Source-Free Active Domain Adaptation via Augmentation-Based Sample Query and Progressive Model Adaptation196
Scalable and Efficient Deep Reinforcement Learning-Based Model Checker for Computation Tree Logic194
H ∞Bipartite Synchronization of Double-Layer Markov Switched Cooperation-Competition Neural Networks: A Distributed Dynamic Event-Triggered Mechanism192
Tensorizing GAN With High-Order Pooling for Alzheimer’s Disease Assessment187
End-to-End Streaming Video Temporal Action Segmentation With Reinforcement Learning186
Rethinking Pretraining as a Bridge From ANNs to SNNs185
Attention-Based Real Image Restoration183
Depthwise Convolution for Multi-Agent Communication With Enhanced Mean-Field Approximation181
Learning Aligned Vertex Convolutional Networks for Graph Classification181
Simulation-Aided Handover Prediction From Video Using Recurrent Image-to-Motion Networks178
Spectral Embedding Representation Based on Random Anchor Graph Aggregation177
S 2 FS: Spatially-Aware Separability-Driven Feature Selection in Fuzzy Decision Systems177
Attribute–Topology Cross-Frequency Aligned Graph Neural Networks for Homophilic and Heterophilic Graphs in Node Classification177
LMFE: Learning-Based Multiscale Feature Engineering in Partial Discharge Detection176
Rethinking Topic Modeling With Information Bottleneck Principle176
A Study on Truncated Newton Methods for Linear Classification175
From Cluster Assumption to Graph Convolution: Graph-Based Semi-Supervised Learning Revisited174
Agglomerative Neural Networks for Multiview Clustering173
Projective Synchronization for Uncertain Fractional Reaction-Diffusion Systems via Adaptive Sliding Mode Control Based on Finite-Time Scheme173
Event-Triggered Synchronization of Multiple Fractional-Order Recurrent Neural Networks With Time-Varying Delays170
Neural Architecture Search With Spatial–Spectral Attention for Higher-Order Nonlinear Hyperspectral Unmixing170
Consensus of Stochastic Dynamical Multiagent Systems in Directed Networks via PI Protocols169
Efficient Spiking Neural Networks With Radix Encoding164
Discovering Spatiotemporal–Individual Coupled Features From Nonstandard Tensors—A Novel Dynamic Graph Mixer Approach163
Adaptive Weighted Ranking-Oriented Label Distribution Learning161
SinKD: Sinkhorn Distance Minimization for Knowledge Distillation161
Gauss–Newton Temporal Difference Learning With Nonlinear Function Approximation159
Semantic Consistency Reasoning for 3-D Object Detection in Point Clouds159
Variational Dynamic for Self-Supervised Exploration in Deep Reinforcement Learning158
Soft Sensing for Time Series With Irregular Sampling Internals Based on a Denoising Interval Attention LSTM Network158
On the Size and Width of the Decoder of a Boolean Threshold Autoencoder158
DigNet: Digging Clues From Local–Global Interactive Graph for Aspect-Level Sentiment Classification157
Single-Frame-Based Deep View Synchronization for Unsynchronized Multicamera Surveillance156
Heterogeneous Multidomain Recommender System Through Adversarial Learning152
Unsupervised Skill Discovery Through Skill Regions Differentiation152
Penalizing the Hard Example But Not Too Much: A Strong Baseline for Fine-Grained Visual Classification152
Adaptive Event-Triggered Bipartite Formation for Multiagent Systems via Reinforcement Learning152
PGFormer: A Prototype-Graph Transformer for Incomplete Multiview Clustering149
Hierarchical Deep Reinforcement Learning-Based Propofol Infusion Assistant Framework in Anesthesia149
Improving Pretrained Language Model Fine-Tuning With Noise Stability Regularization148
Robust and Sparse Principal Component Analysis With Adaptive Loss Minimization for Feature Selection148
Effective Streaming Low-Tubal-Rank Tensor Approximation via Frequent Directions146
An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network143
Multistability of Almost Periodic Solutions for Fuzzy Competitive NNs With Time-Varying Delays143
Open Set Domain Adaptation via Joint Alignment and Category Separation142
Federated Generalized Face Presentation Attack Detection141
A Novel Data Augmentation Method Based on CoralGAN for Prediction of Part Surface Roughness140
Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion140
Learning Unified Anchor Graph for Joint Clustering of Hyperspectral and LiDAR Data140
A Weighted Heterogeneous Graph-Based Dialog System140
Deep-Growing Neural Network With Manifold Constraints for Hyperspectral Image Classification138
Multiview Classification Through Learning From Interval-Valued Data138
Learning Sequential Variation Information for Dynamic Facial Expression Recognition138
MGEL: Multigrained Representation Analysis and Ensemble Learning for Text Moderation137
A Hybrid CMOS-Memristor Spiking Neural Network Supporting Multiple Learning Rules137
Representation-Learning-Based CNN for Intelligent Attack Localization and Recovery of Cyber-Physical Power Systems136
Point-DAE: Denoising Autoencoders for Self-Supervised Point Cloud Learning136
Exploring Dynamic Transformer for Efficient Object Tracking136
Three-Stage Semisupervised Cross-Modal Hashing With Pairwise Relations Exploitation136
D2Vformer: A Flexible Time-Series Prediction Model Based on Time-Position Embedding135
Butterfly Residual Network: A Hybrid Approach With Spectral Transformers and Depth-Wise Convolutions for Hyperspectral Image Super-Resolution134
Context-Aware Learning and Pattern Decomposition for Temporal Knowledge Graph Reasoning134
Automated Anomaly Detection via Curiosity-Guided Search and Self-Imitation Learning133
Proportional–Integral Observer-Based State Estimation for Singularly Perturbed Complex Networks With Cyberattacks133
Manifold Interpolation for Large-Scale Multiobjective Optimization via Generative Adversarial Networks132
Cross-Modal Remote Sensing Image–Text Retrieval via Context and Uncertainty-Aware Prompt131
Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the Seven-Point Checklist131
Modified RNN for Solving Comprehensive Sylvester Equation With TDOA Application129
Koopman-Based MPC With Learned Dynamics: Hierarchical Neural Network Approach128
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network Performance128
Learning Single Spectral Abundance for Hyperspectral Subpixel Target Detection127
Neural Network Output-Feedback Consensus Fault-Tolerant Control for Nonlinear Multiagent Systems With Intermittent Actuator Faults126
A Dini-Derivative-Aided Zeroing Neural Network for Time-Variant Quadratic Programming Involving Multi-Type Constraints With Robotic Applications126
Robust Symbol Detection Based on Quaternion Neural Networks in Wireless Polarization-Shift-Keying Communications126
A Shadow Imaging Bilinear Model and Three-Branch Residual Network for Shadow Removal125
Inverse Reinforcement Learning for Adversarial Apprentice Games124
Exploiting Scale-Variant Attention for Segmenting Small Medical Objects124
Self-Constructing Fuzzy Neural Fractional-Order Sliding Mode Control of Active Power Filter123
Granular Ball Sampling for Noisy Label Classification or Imbalanced Classification123
Deep Learning for Visual Localization and Mapping: A Survey123
Status-Aware Signed Heterogeneous Network Embedding With Graph Neural Networks123
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