| # | Title | Journal | Year | Citations |
|---|
| 1 | A Comprehensive Survey on Graph Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2021 | 3,922 |
| 2 | LSTM: A Search Space Odyssey | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 3,796 |
| 3 | Object Detection With Deep Learning: A Review | IEEE Transactions on Neural Networks and Learning Systems | 2019 | 2,862 |
| 4 | Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep Architecture | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 1,117 |
| 5 | Extreme Learning Machine for Multilayer Perceptron | IEEE Transactions on Neural Networks and Learning Systems | 2016 | 1,087 |
| 6 | Classification in the Presence of Label Noise: A Survey | IEEE Transactions on Neural Networks and Learning Systems | 2014 | 1,067 |
| 7 | Adversarial Examples: Attacks and Defenses for Deep Learning | IEEE Transactions on Neural Networks and Learning Systems | 2019 | 921 |
| 8 | A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects | IEEE Transactions on Neural Networks and Learning Systems | 2022 | 856 |
| 9 | <formula formulatype="inline"> <tex Notation="TeX">$L_{1/2}$</tex></formula> Regularization: A Thresholding Representation Theory and a Fast Solver | IEEE Transactions on Neural Networks and Learning Systems | 2012 | 790 |
| 10 | Efficient kNN Classification With Different Numbers of Nearest Neighbors | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 775 |
| 11 | A Survey of the Usages of Deep Learning for Natural Language Processing | IEEE Transactions on Neural Networks and Learning Systems | 2021 | 771 |
| 12 | A Survey on Knowledge Graphs: Representation, Acquisition, and Applications | IEEE Transactions on Neural Networks and Learning Systems | 2022 | 769 |
| 13 | A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI | IEEE Transactions on Neural Networks and Learning Systems | 2021 | 702 |
| 14 | Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data | IEEE Transactions on Neural Networks and Learning Systems | 2020 | 682 |
| 15 | Incremental Support Vector Learning for Ordinal Regression | IEEE Transactions on Neural Networks and Learning Systems | 2015 | 659 |
| 16 | Transfer Learning for Visual Categorization: A Survey | IEEE Transactions on Neural Networks and Learning Systems | 2015 | 615 |
| 17 | Evaluating the Visualization of What a Deep Neural Network Has Learned | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 612 |
| 18 | Applications of Deep Learning and Reinforcement Learning to Biological Data | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 596 |
| 19 | Multiobjective Deep Belief Networks Ensemble for Remaining Useful Life Estimation in Prognostics | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 548 |
| 20 | Policy Iteration Adaptive Dynamic Programming Algorithm for Discrete-Time Nonlinear Systems | IEEE Transactions on Neural Networks and Learning Systems | 2014 | 547 |
| 21 | Adaptive Consensus Control for a Class of Nonlinear Multiagent Time-Delay Systems Using Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2014 | 531 |
| 22 | A Comprehensive Review of Stability Analysis of Continuous-Time Recurrent Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2014 | 528 |
| 23 | Dendritic Neuron Model With Effective Learning Algorithms for Classification, Approximation, and Prediction | IEEE Transactions on Neural Networks and Learning Systems | 2019 | 524 |
| 24 | A Combined Adaptive Neural Network and Nonlinear Model Predictive Control for Multirate Networked Industrial Process Control | IEEE Transactions on Neural Networks and Learning Systems | 2016 | 523 |
| 25 | Adaptive Fuzzy Neural Network Control for a Constrained Robot Using Impedance Learning | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 514 |
| 26 | Optimal and Autonomous Control Using Reinforcement Learning: A Survey | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 512 |
| 27 | Change Detection in Synthetic Aperture Radar Images Based on Deep Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2016 | 481 |
| 28 | Short-Term Load and Wind Power Forecasting Using Neural Network-Based Prediction Intervals | IEEE Transactions on Neural Networks and Learning Systems | 2014 | 469 |
| 29 | Machine Learning Methods for Attack Detection in the Smart Grid | IEEE Transactions on Neural Networks and Learning Systems | 2016 | 447 |
| 30 | Deep Subdomain Adaptation Network for Image Classification | IEEE Transactions on Neural Networks and Learning Systems | 2021 | 443 |
| 31 | Deep Direct Reinforcement Learning for Financial Signal Representation and Trading | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 442 |
| 32 | Neural Network Control-Based Adaptive Learning Design for Nonlinear Systems With Full-State Constraints | IEEE Transactions on Neural Networks and Learning Systems | 2016 | 424 |
| 33 | Salient Band Selection for Hyperspectral Image Classification via Manifold Ranking | IEEE Transactions on Neural Networks and Learning Systems | 2016 | 422 |
| 34 | Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 419 |
| 35 | Extended Dissipative State Estimation for Markov Jump Neural Networks With Unreliable Links | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 406 |
| 36 | <inline-formula> <tex-math notation="LaTeX">$ {H}_{ {\infty }}$ </tex-math></inline-formula> Tracking Control of Completely Unknown Continuous-Time Systems via Off-Policy Reinforcement Learning | IEEE Transactions on Neural Networks and Learning Systems | 2015 | 384 |
| 37 | Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 382 |
| 38 | Dynamic Surface Control Using Neural Networks for a Class of Uncertain Nonlinear Systems With Input Saturation | IEEE Transactions on Neural Networks and Learning Systems | 2015 | 379 |
| 39 | Synchronization Control for Nonlinear Stochastic Dynamical Networks: Pinning Impulsive Strategy | IEEE Transactions on Neural Networks and Learning Systems | 2012 | 371 |
| 40 | Adaptive Optimal Control of Unknown Constrained-Input Systems Using Policy Iteration and Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2013 | 361 |
| 41 | Discriminative Least Squares Regression for Multiclass Classification and Feature Selection | IEEE Transactions on Neural Networks and Learning Systems | 2012 | 359 |
| 42 | Quantized Kernel Least Mean Square Algorithm | IEEE Transactions on Neural Networks and Learning Systems | 2012 | 356 |
| 43 | Observer-Based Neuro-Adaptive Optimized Control of Strict-Feedback Nonlinear Systems With State Constraints | IEEE Transactions on Neural Networks and Learning Systems | 2022 | 349 |
| 44 | When Gaussian Process Meets Big Data: A Review of Scalable GPs | IEEE Transactions on Neural Networks and Learning Systems | 2020 | 342 |
| 45 | Modulation Classification Based on Signal Constellation Diagrams and Deep Learning | IEEE Transactions on Neural Networks and Learning Systems | 2019 | 339 |
| 46 | A Robust Regularization Path Algorithm for $\nu $ -Support Vector Classification | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 331 |
| 47 | Universal Approximation Capability of Broad Learning System and Its Structural Variations | IEEE Transactions on Neural Networks and Learning Systems | 2019 | 328 |
| 48 | Neural-Network-Based Event-Triggered Adaptive Control of Nonaffine Nonlinear Multiagent Systems With Dynamic Uncertainties | IEEE Transactions on Neural Networks and Learning Systems | 2021 | 327 |
| 49 | Deep Neural Network for Structural Prediction and Lane Detection in Traffic Scene | IEEE Transactions on Neural Networks and Learning Systems | 2017 | 326 |
| 50 | Robust Adaptive Dynamic Programming and Feedback Stabilization of Nonlinear Systems | IEEE Transactions on Neural Networks and Learning Systems | 2014 | 325 |
