Neural Networks

Article	Citations
Deep learning on image denoising: An overview	612
A survey on modern trainable activation functions	246
Speaker recognition based on deep learning: An overview	211
Exploiting dynamic spatio-temporal graph convolutional neural networks for citywide traffic flows prediction	206
Interpolation consistency training for semi-supervised learning	182
Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network	179
Improved recurrent neural network-based manipulator control with remote center of motion constraints: Experimental results	175
Deep learning, reinforcement learning, and world models	175
Convergence of the RMSProp deep learning method with penalty for nonconvex optimization	116
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	112
A comprehensive study of class incremental learning algorithms for visual tasks	108
FPGAN: Face de-identification method with generative adversarial networks for social robots	106
Adversarial text-to-image synthesis: A review	104
Bifurcations in a fractional-order BAM neural network with four different delays	101
Multi-scale Attention Convolutional Neural Network for time series classification	100
Observer-based adaptive neural tracking control for a class of nonlinear systems with prescribed performance and input dead-zone constraints	93
Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network	92
High-dimensional dynamics of generalization error in neural networks	89
Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences	85
Working Memory Connections for LSTM	85
Intermittent control for finite-time synchronization of fractional-order complex networks	83
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems	81
An EEG channel selection method for motor imagery based brain–computer interface and neurofeedback using Granger causality	81
Periodic event-triggered adaptive tracking control design for nonlinear discrete-time systems via reinforcement learning	80
Residual wide-kernel deep convolutional auto-encoder for intelligent rotating machinery fault diagnosis with limited samples	77

MGAT: Multi-view Graph Attention Networks	77
Continual learning for recurrent neural networks: An empirical evaluation	73
Natural and Artificial Intelligence: A brief introduction to the interplay between AI and neuroscience research	71
Memristor-induced hyperchaos, multiscroll and extreme multistability in fractional-order HNN: Image encryption and FPGA implementation	69
UTRAD: Anomaly detection and localization with U-Transformer	68
Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition	67
Quantization Friendly MobileNet (QF-MobileNet) Architecture for Vision Based Applications on Embedded Platforms	67
Bifurcations in a fractional-order neural network with multiple leakage delays	66
Cardinality-constrained portfolio selection based on collaborative neurodynamic optimization	65
CEGAN: Classification Enhancement Generative Adversarial Networks for unraveling data imbalance problems	65
Learning interaction dynamics with an interactive LSTM for conversational sentiment analysis	63
Image super-resolution with an enhanced group convolutional neural network	63
Real-time gun detection in CCTV: An open problem	62
GP-GAN: Brain tumor growth prediction using stacked 3D generative adversarial networks from longitudinal MR Images	61
On the approximation of functions by tanh neural networks	61
Emotional EEG classification using connectivity features and convolutional neural networks	61
Unsupervised feature selection via adaptive autoencoder with redundancy control	60
A fractional gradient descent algorithm robust to the initial weights of multilayer perceptron	60
Predefined-time synchronization of competitive neural networks	60
Dual Global Enhanced Transformer for image captioning	59
Deep ANC: A deep learning approach to active noise control	59
Multiclass skin lesion localization and classification using deep learning based features fusion and selection framework for smart healthcare	59
Bipartite synchronization of signed networks via aperiodically intermittent control based on discrete-time state observations	57
Transformers for modeling physical systems	57
Low-rank tensor constrained co-regularized multi-view spectral clustering	56
Optimizing Deeper Spiking Neural Networks for Dynamic Vision Sensing	55
MonkeyNet: A robust deep convolutional neural network for monkeypox disease detection and classification	54
Neural network approximation: Three hidden layers are enough	54
Semi-dilated convolutional neural networks for epileptic seizure prediction	54
Low Rank Regularization: A review	51
Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation	50
Transfer learning for motor imagery based brain–computer interfaces: A tutorial	49
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	49
Self-organized Operational Neural Networks with Generative Neurons	48
A Dual-Dimer method for training physics-constrained neural networks with minimax architecture	48
Event-triggered control for robust exponential synchronization of inertial memristive neural networks under parameter disturbance	48
Adaptive optimal control of affine nonlinear systems via identifier–critic neural network approximation with relaxed PE conditions	48
Self-organized operational neural networks for severe image restoration problems	47
Detection of pancreatic cancer by convolutional-neural-network-assisted spontaneous Raman spectroscopy with critical feature visualization	46
SelfVIO: Self-supervised deep monocular Visual–Inertial Odometry and depth estimation	46
Real-time face & eye tracking and blink detection using event cameras	45
IGAGCN: Information geometry and attention-based spatiotemporal graph convolutional networks for traffic flow prediction	45
A BERT based dual-channel explainable text emotion recognition system	44
PM2.5 concentration modeling and prediction by using temperature-based deep belief network	44
Broad-UNet: Multi-scale feature learning for nowcasting tasks	44
Synchronization criteria of delayed inertial neural networks with generally Markovian jumping	44
Robot navigation as hierarchical active inference	44
Bidirectional stochastic configuration network for regression problems	44
Consensus guided incomplete multi-view spectral clustering	44
Neural optimal tracking control of constrained nonaffine systems with a wastewater treatment application	44

Fixed-time synchronization of discontinuous competitive neural networks with time-varying delays	43
Fractional-order discontinuous systems with indefinite LKFs: An application to fractional-order neural networks with time delays	43
Event-triggered adaptive neural networks control for fractional-order nonstrict-feedback nonlinear systems with unmodeled dynamics and input saturation	43
Residual Neural Network precisely quantifies dysarthria severity-level based on short-duration speech segments	43
Multi-level Feature Interaction and Efficient Non-Local Information Enhanced Channel Attention for image dehazing	43
Multi-view graph embedding clustering network: Joint self-supervision and block diagonal representation	42
Learning lightweight super-resolution networks with weight pruning	42
Finite-time cluster synchronization in complex-variable networks with fractional-order and nonlinear coupling	42
A global neural network learning machine: Coupled integer and fractional calculus operator with an adaptive learning scheme	41
GuidedStyle: Attribute knowledge guided style manipulation for semantic face editing	40
IHG-MA: Inductive heterogeneous graph multi-agent reinforcement learning for multi-intersection traffic signal control	40
Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics	40
Multistability of delayed fractional-order competitive neural networks	40
One-stage CNN detector-based benthonic organisms detection with limited training dataset	40
Prespecified-time synchronization of switched coupled neural networks via smooth controllers	39
Cluster synchronization of delayed coupled neural networks: Delay-dependent distributed impulsive control	39
World model learning and inference	39
PyDiNet: Pyramid Dilated Network for medical image segmentation	39
Approximation rates for neural networks with encodable weights in smoothness spaces	39
BASeg: Boundary aware semantic segmentation for autonomous driving	39
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	39
CVANet: Cascaded visual attention network for single image super-resolution	38
PC-GAIN: Pseudo-label conditional generative adversarial imputation networks for incomplete data	38
DAPath: Distance-aware knowledge graph reasoning based on deep reinforcement learning	38
DAFA-BiLSTM: Deep Autoregression Feature Augmented Bidirectional LSTM network for time series prediction	38
A generative adversarial network approach to (ensemble) weather prediction	38
Relation-Guided Representation Learning	38
Unsupervised Anomaly Detection in Stream Data with Online Evolving Spiking Neural Networks	38
Saturated impulsive control for synchronization of coupled delayed neural networks	38
Attention-enabled gated spiking neural P model for aspect-level sentiment classification	38
Attentional feature pyramid network for small object detection	37
Deep learning based spectral CT imaging	37
Exponential quasi-synchronization of coupled delayed memristive neural networks via intermittent event-triggered control	37
CSITime: Privacy-preserving human activity recognition using WiFi channel state information	37
Event-triggered fault-tolerant control for input-constrained nonlinear systems with mismatched disturbances via adaptive dynamic programming	37
Finite-time stabilization of complex-valued neural networks with proportional delays and inertial terms: A non-separation approach	37
Multi-layer information fusion based on graph convolutional network for knowledge-driven herb recommendation	37
Variational gated autoencoder-based feature extraction model for inferring disease-miRNA associations based on multiview features	37
t-soft update of target network for deep reinforcement learning	37
Exponential synchronization of coupled neural networks under stochastic deception attacks	36
SuperstarGAN: Generative adversarial networks for image-to-image translation in large-scale domains	36
SAM-GAN: Self-Attention supporting Multi-stage Generative Adversarial Networks for text-to-image synthesis	36
ME-PLAN: A deep prototypical learning with local attention network for dynamic micro-expression recognition	35
Finite-time consensus control for multi-agent systems with full-state constraints and actuator failures	35
Minimum spanning tree based graph neural network for emotion classification using EEG	35
Selective ensemble-based online adaptive deep neural networks for streaming data with concept drift	35
Passive filter design for fractional-order quaternion-valued neural networks with neutral delays and external disturbance	35
Proposed algorithm for smart grid DDoS detection based on deep learning	35
Deep learning-based open set multi-source domain adaptation with complementary transferability metric for mechanical fault diagnosis	35
Tumor attention networks: Better feature selection, better tumor segmentation	35
Spectral embedding network for attributed graph clustering	35
Quantifying the separability of data classes in neural networks	34
A Comprehensive Survey on Deep Graph Representation Learning	34
Discovering Parametric Activation Functions	34
Memristor-based LSTM network with in situ training and its applications	34
Deep learning-accelerated computational framework based on Physics Informed Neural Network for the solution of linear elasticity	34
Finite-time and sampled-data synchronization of complex dynamical networks subject to average dwell-time switching signal	34
Unsupervised graph-level representation learning with hierarchical contrasts	33
GHNN: Graph Harmonic Neural Networks for semi-supervised graph-level classification	33
Modular deep reinforcement learning from reward and punishment for robot navigation	33
MRGAT: Multi-Relational Graph Attention Network for knowledge graph completion	33
A wholistic view of continual learning with deep neural networks: Forgotten lessons and the bridge to active and open world learning	33
Efficient correntropy-based multi-view clustering with anchor graph embedding	33
Hybrid tensor decomposition in neural network compression	32
Multi-resolution modulation-filtered cochleagram feature for LSTM-based dimensional emotion recognition from speech	32
Supervised and semi-supervised probabilistic learning with deep neural networks for concurrent process-quality monitoring	32
Event-based master–slave synchronization of complex-valued neural networks via pinning impulsive control	32
Self-spectral learning with GAN based spectral–spatial target detection for hyperspectral image	32
Approximation rates of DeepONets for learning operators arising from advection–diffusion equations	32
Dual self-paced multi-view clustering	32
Boundary Mittag-Leffler stabilization of fractional reaction–diffusion cellular neural networks	31
Particle swarm optimized neural networks based local tracking control scheme of unknown nonlinear interconnected systems	31
Deconvolutional neural network for image super-resolution	31
AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer Learning	31
Exact coexistence and locally asymptotic stability of multiple equilibria for fractional-order delayed Hopfield neural networks with Gaussian activation function	31
Deep reinforcement learning guided graph neural networks for brain network analysis	31
A hybrid quantum–classical neural network with deep residual learning	31
Meta-learning, social cognition and consciousness in brains and machines	31
Graph Transformer Networks: Learning meta-path graphs to improve GNNs	31
Emulation of wildland fire spread simulation using deep learning	31

Continual Object Detection: A review of definitions, strategies, and challenges	31
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification	31
Multivariate time series forecasting method based on nonlinear spiking neural P systems and non-subsampled shearlet transform	31
An adaptive reinforcement learning-based multimodal data fusion framework for human–robot confrontation gaming	30
CariGAN: Caricature generation through weakly paired adversarial learning	30
LSTMED: An uneven dynamic process monitoring method based on LSTM and Autoencoder neural network	30
Robust multi-view subspace clustering based on consensus representation and orthogonal diversity	30
A one-layer recurrent neural network for nonsmooth pseudoconvex optimization with quasiconvex inequality and affine equality constraints	30
Dynamic event-based state estimation for delayed artificial neural networks with multiplicative noises: A gain-scheduled approach	30
Two-hidden-layer feed-forward networks are universal approximators: A constructive approach	30
Golden subject is everyone: A subject transfer neural network for motor imagery-based brain computer interfaces	30
Levenberg–Marquardt multi-classification using hinge loss function	30
A new predefined-time stability theorem and its application in the synchronization of memristive complex-valued BAM neural networks	30
Fading memory echo state networks are universal	30
Dense Residual Network: Enhancing global dense feature flow for character recognition	30
High tissue contrast image synthesis via multistage attention-GAN: Application to segmenting brain MR scans	29
Multivariate time-series classification with hierarchical variational graph pooling	29
Extended analysis on the global Mittag-Leffler synchronization problem for fractional-order octonion-valued BAM neural networks	29
Stochastic configuration network ensembles with selective base models	29
Exponential synchronization for variable-order fractional discontinuous complex dynamical networks with short memory via impulsive control	29
Distant Supervision Relation Extraction via adaptive dependency-path and additional knowledge graph supervision	29
AMD-GAN: Attention encoder and multi-branch structure based generative adversarial networks for fundus disease detection from scanning laser ophthalmoscopy images	29
Multi-label zero-shot learning with graph convolutional networks	29
HRel: Filter pruning based on High Relevance between activation maps and class labels	29
Self-augmentation: Generalizing deep networks to unseen classes for few-shot learning	28
ARAE: Adversarially robust training of autoencoders improves novelty detection	28
Event-triggered delayed impulsive control for nonlinear systems with application to complex neural networks	28
A continuous-time neurodynamic approach and its discretization for distributed convex optimization over multi-agent systems	28
Physics guided neural networks for modelling of non-linear dynamics	28
Low-degree term first in ResNet, its variants and the whole neural network family	28
A survey on few-shot class-incremental learning	28
Oblique and rotation double random forest	28
Incremental multi-view spectral clustering with sparse and connected graph learning	28
Bridging multimedia heterogeneity gap via Graph Representation Learning for cross-modal retrieval	28
An octonion-based nonlinear echo state network for speech emotion recognition in Metaverse	28
Synchronization of memristive neural networks with unknown parameters via event-triggered adaptive control	28
The Kolmogorov–Arnold representation theorem revisited	27
Finite-time synchronization of quaternion-valued neural networks with delays: A switching control method without decomposition	27
Inverse free reduced universum twin support vector machine for imbalanced data classification	27
HARDC : A novel ECG-based heartbeat classification method to detect arrhythmia using hierarchical attention based dual structured RNN with dilated CNN	27
Bio-instantiated recurrent neural networks: Integrating neurobiology-based network topology in artificial networks	27
Graph embedding clustering: Graph attention auto-encoder with cluster-specificity distribution	27
Fast convergence rates of deep neural networks for classification	27
Model-free motion control of continuum robots based on a zeroing neurodynamic approach	27
Connectome of memristive nanowire networks through graph theory	27
An improved Lyapunov functional with application to stability of Cohen–Grossberg neural networks of neutral-type with multiple delays	27
Nonconvex low-rank tensor approximation with graph and consistent regularizations for multi-view subspace learning	27
H∞	26
Pinning bipartite synchronization for coupled reaction–diffusion neural networks with antagonistic interactions and switching topologies	26
Multi-Aspect enhanced Graph Neural Networks for recommendation	26
Improved approach to the problem of the global Mittag-Leffler synchronization for fractional-order multidimension-valued BAM neural networks based on new inequalities	26
Sampled-data synchronization of complex network based on periodic self-triggered intermittent control and its application to image encryption	26
Modularity-aware graph autoencoders for joint community detection and link prediction	25
Exponential synchronization of neural networks with time-varying delays and stochastic impulses	25
The emergence of a concept in shallow neural networks	25
SPLASH: Learnable activation functions for improving accuracy and adversarial robustness	25
Improved deep CNNs based on Nonlinear Hybrid Attention Module for image classification	25
A new deep learning framework based on blood pressure range constraint for continuous cuffless BP estimation	25
Robust cost-sensitive kernel method with Blinex loss and its applications in credit risk evaluation	25
Privacy preserving Generative Adversarial Networks to model Electronic Health Records	25
Uncertainty propagation for dropout-based Bayesian neural networks	25
Observer-based event-triggered control for zero-sum games of input constrained multi-player nonlinear systems	24
Robust kernel principal component analysis with optimal mean	24
FOREX rate prediction improved by Elliott waves patterns based on neural networks	24
Theory of deep convolutional neural networks II: Spherical analysis	24
Multiple graphs learning with a new weighted tensor nuclear norm	24
CutCat: An augmentation method for EEG classification	24
CRaDLe: Deep code retrieval based on semantic Dependency Learning	24
Zero-Hopf Bifurcation of a memristive synaptic Hopfield neural network with time delay	24
A neurodynamic optimization approach to supervised feature selection via fractional programming	24
Multi-granularity graph pooling for video-based person re-identification	24
Cardinality-constrained portfolio selection via two-timescale duplex neurodynamic optimization	24
FCL-Net: Towards accurate edge detection via Fine-scale Corrective Learning	24
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning	24
Few-shot Molecular Property Prediction via Hierarchically Structured Learning on Relation Graphs	24
An empirical evaluation of active inference in multi-armed bandits	23
HVIOnet: A deep learning based hybrid visual–inertial odometry approach for unmanned aerial system position estimation	23
Integral reinforcement learning based event-triggered control with input saturation	23
Sparse signal reconstruction via collaborative neurodynamic optimization	23
Quasi-synchronization of fractional-order multi-layer networks with mismatched parameters via delay-dependent impulsive feedback control	23
An end-to-end 3D convolutional neural network for decoding attentive mental state	23
A transformer-based deep neural network model for SSVEP classification	23
Feedforward neural networks initialization based on discriminant learning	23
Reinforcement learning and its connections with neuroscience and psychology	23
Creating and concentrating quantum resource states in noisy environments using a quantum neural network	23
Early stopping by correlating online indicators in neural networks	23
Deep neural network enabled corrective source term approach to hybrid analysis and modeling	22
Synchronization in finite time for variable-order fractional complex dynamic networks with multi-weights and discontinuous nodes based on sliding mode control strategy	22
H∞	22
Shared subspace-based radial basis function neural network for identifying ncRNAs subcellular localization	22
Compressing 3DCNNs based on tensor train decomposition	22
Cycle-consistent Adversarial Adaptation Network and its application to machine fault diagnosis	22
Dual-regression model for visual tracking	22
Event-triggered impulsive synchronization of discrete-time coupled neural networks with stochastic perturbations and multiple delays	22
Possibilistic classification by support vector networks	22