Neural Networks

Article	Citations
Deep learning on image denoising: An overview	531
Transductive LSTM for time-series prediction: An application to weather forecasting	263
Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics	234
A survey on modern trainable activation functions	194
Chaos in fractional-order discrete neural networks with application to image encryption	176
Heart sound classification based on improved MFCC features and convolutional recurrent neural networks	171
Improved recurrent neural network-based manipulator control with remote center of motion constraints: Experimental results	169
Speaker recognition based on deep learning: An overview	166
Exploiting dynamic spatio-temporal graph convolutional neural networks for citywide traffic flows prediction	166
Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network	159
Towards explainable deep neural networks (xDNN)	157
Supervised learning in spiking neural networks: A review of algorithms and evaluations	138
Interpolation consistency training for semi-supervised learning	132
A gentle introduction to deep learning for graphs	129
NFN＋: A novel network followed network for retinal vessel segmentation	126
Contextual encoder–decoder network for visual saliency prediction	125
Deep learning, reinforcement learning, and world models	123
Event-triggered synchronization of discrete-time neural networks: A switching approach	119
Partial transfer learning in machinery cross-domain fault diagnostics using class-weighted adversarial networks	106
Automated classification of cells into multiple classes in epithelial tissue of oral squamous cell carcinoma using transfer learning and convolutional neural network	99
FPGAN: Face de-identification method with generative adversarial networks for social robots	98
Bifurcations in a fractional-order BAM neural network with four different delays	95
Convergence of the RMSProp deep learning method with penalty for nonconvex optimization	91
A comprehensive study of class incremental learning algorithms for visual tasks	90
Impulsive synchronization of coupled delayed neural networks with actuator saturation and its application to image encryption	89

Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network	86
Adversarial text-to-image synthesis: A review	85
AdaEn-Net: An ensemble of adaptive 2D–3D Fully Convolutional Networks for medical image segmentation	84
Controller design for finite-time and fixed-time stabilization of fractional-order memristive complex-valued BAM neural networks with uncertain parameters and time-varying delays	81
High-dimensional dynamics of generalization error in neural networks	81
Multi-scale Attention Convolutional Neural Network for time series classification	78
Intermittent control for finite-time synchronization of fractional-order complex networks	77
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	76
Missing data imputation with adversarially-trained graph convolutional networks	75
Observer-based adaptive neural tracking control for a class of nonlinear systems with prescribed performance and input dead-zone constraints	74
Periodic event-triggered adaptive tracking control design for nonlinear discrete-time systems via reinforcement learning	73
Multiple Discrimination and Pairwise CNN for view-based 3D object retrieval	72
Interpretable and lightweight convolutional neural network for EEG decoding: Application to movement execution and imagination	71
An EEG channel selection method for motor imagery based brain–computer interface and neurofeedback using Granger causality	71
Resilient fault-tolerant anti-synchronization for stochastic delayed reaction–diffusion neural networks with semi-Markov jump parameters	71
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems	70
Residual wide-kernel deep convolutional auto-encoder for intelligent rotating machinery fault diagnosis with limited samples	69
PET image super-resolution using generative adversarial networks	67
CNN–MHSA: A Convolutional Neural Network and multi-head self-attention combined approach for detecting phishing websites	66
Hybrid multi-mode machine learning-based fault diagnosis strategies with application to aircraft gas turbine engines	66
Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences	65
Training high-performance and large-scale deep neural networks with full 8-bit integers	64
Brain MRI analysis using a deep learning based evolutionary approach	64
Bifurcations in a fractional-order neural network with multiple leakage delays	63
Further results on finite-time synchronization of delayed inertial memristive neural networks via a novel analysis method	63
Synchronization of complex networks with time-varying delay of unknown bound via delayed impulsive control	63
MGAT: Multi-view Graph Attention Networks	62
Working Memory Connections for LSTM	62
CEGAN: Classification Enhancement Generative Adversarial Networks for unraveling data imbalance problems	60
Synchronization of coupled neural networks under mixed impulsive effects: A novel delay inequality approach	60
Emotional EEG classification using connectivity features and convolutional neural networks	57
Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition	57
Embedding and approximation theorems for echo state networks	57
Global exponential stabilization and lag synchronization control of inertial neural networks with time delays	56
Unsupervised feature selection via adaptive autoencoder with redundancy control	56
Dendrite P systems	55
Continual learning for recurrent neural networks: An empirical evaluation	55
Cardinality-constrained portfolio selection based on collaborative neurodynamic optimization	55
Finite-time synchronization of fractional-order gene regulatory networks with time delay	55
Natural and Artificial Intelligence: A brief introduction to the interplay between AI and neuroscience research	55
Learning interaction dynamics with an interactive LSTM for conversational sentiment analysis	55
Skeleton-based Chinese sign language recognition and generation for bidirectional communication between deaf and hearing people	54
GP-GAN: Brain tumor growth prediction using stacked 3D generative adversarial networks from longitudinal MR Images	54
Quantization Friendly MobileNet (QF-MobileNet) Architecture for Vision Based Applications on Embedded Platforms	54
Predefined-time synchronization of competitive neural networks	53
Real-time gun detection in CCTV: An open problem	53
Deep ANC: A deep learning approach to active noise control	52
A fractional gradient descent algorithm robust to the initial weights of multilayer perceptron	52
Cross-modality paired-images generation and augmentation for RGB-infrared person re-identification	52
Approximation rates for neural networks with general activation functions	52

Automatic detection of tympanic membrane and middle ear infection from oto-endoscopic images via convolutional neural networks	52
Dynamical system based compact deep hybrid network for classification of Parkinson disease related EEG signals	50
Low-rank tensor constrained co-regularized multi-view spectral clustering	49
Deep learning for symbols detection and classification in engineering drawings	49
UTRAD: Anomaly detection and localization with U-Transformer	49
Semi-dilated convolutional neural networks for epileptic seizure prediction	49
New criteria for global stability of neutral-type Cohen–Grossberg neural networks with multiple delays	48
Fixed-time synchronization of delayed Cohen–Grossberg neural networks based on a novel sliding mode	48
Bipartite synchronization of signed networks via aperiodically intermittent control based on discrete-time state observations	47
Fixed-time synchronization of stochastic memristor-based neural networks with adaptive control	47
Mu-net: Multi-scale U-net for two-photon microscopy image denoising and restoration	46
Dual Global Enhanced Transformer for image captioning	46
Image super-resolution with an enhanced group convolutional neural network	46
On the approximation of functions by tanh neural networks	46
Transformers for modeling physical systems	45
Self-organized operational neural networks for severe image restoration problems	44
Neural network approximation: Three hidden layers are enough	44
Low Rank Regularization: A review	44
Synchronization criteria of delayed inertial neural networks with generally Markovian jumping	42
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	42
Neural optimal tracking control of constrained nonaffine systems with a wastewater treatment application	41
Fast Haar Transforms for Graph Neural Networks	41
MonkeyNet: A robust deep convolutional neural network for monkeypox disease detection and classification	41
Robot navigation as hierarchical active inference	41
Weighted discriminative collaborative competitive representation for robust image classification	41
Event-triggered adaptive neural networks control for fractional-order nonstrict-feedback nonlinear systems with unmodeled dynamics and input saturation	41
Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation	41
Graph Convolution Networks with manifold regularization for semi-supervised learning	41
Deep clustering with a Dynamic Autoencoder: From reconstruction towards centroids construction	40
IGAGCN: Information geometry and attention-based spatiotemporal graph convolutional networks for traffic flow prediction	40
Detection of pancreatic cancer by convolutional-neural-network-assisted spontaneous Raman spectroscopy with critical feature visualization	40
Optimizing Deeper Spiking Neural Networks for Dynamic Vision Sensing	40
A BERT based dual-channel explainable text emotion recognition system	40
Self-organized Operational Neural Networks with Generative Neurons	40
Broad-UNet: Multi-scale feature learning for nowcasting tasks	40
Multiclass skin lesion localization and classification using deep learning based features fusion and selection framework for smart healthcare	39
T-Net: Nested encoder–decoder architecture for the main vessel segmentation in coronary angiography	39
Finite-time cluster synchronization in complex-variable networks with fractional-order and nonlinear coupling	39
PM2.5 concentration modeling and prediction by using temperature-based deep belief network	39
Consensus guided incomplete multi-view spectral clustering	38
SelfVIO: Self-supervised deep monocular Visual–Inertial Odometry and depth estimation	38
Transfer learning for motor imagery based brain–computer interfaces: A tutorial	38
Micro-cracks detection of solar cells surface via combining short-term and long-term deep features	38
Unsupervised Anomaly Detection in Stream Data with Online Evolving Spiking Neural Networks	37
Landslide displacement interval prediction using lower upper bound estimation method with pre-trained random vector functional link network initialization	37
Bidirectional stochastic configuration network for regression problems	37
Fractional-order discontinuous systems with indefinite LKFs: An application to fractional-order neural networks with time delays	37
IHG-MA: Inductive heterogeneous graph multi-agent reinforcement learning for multi-intersection traffic signal control	37
Reconstruction of natural visual scenes from neural spikes with deep neural networks	37
Generative Adversarial Networks are special cases of Artificial Curiosity (1990) and also closely related to Predictability Minimization (1991)	36
Error bounds for deep ReLU networks using the Kolmogorov–Arnold superposition theorem	36
Preserving differential privacy in deep neural networks with relevance-based adaptive noise imposition	36
Multistability of delayed fractional-order competitive neural networks	36
Real-time face & eye tracking and blink detection using event cameras	36
Sparsity through evolutionary pruning prevents neuronal networks from overfitting	36
Prediction of admission in pediatric emergency department with deep neural networks and triage textual data	35
A global neural network learning machine: Coupled integer and fractional calculus operator with an adaptive learning scheme	35
Residual Neural Network precisely quantifies dysarthria severity-level based on short-duration speech segments	35
Synchronization criteria for quaternion-valued coupled neural networks with impulses	35
Structure learning with similarity preserving	35
A Dual-Dimer method for training physics-constrained neural networks with minimax architecture	35
Fixed-time synchronization of discontinuous competitive neural networks with time-varying delays	35
Delay-distribution-dependent state estimation for neural networks under stochastic communication protocol with uncertain transition probabilities	34
Hybrid neural network with cost-sensitive support vector machine for class-imbalanced multimodal data	34
Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics	34
Saturated impulsive control for synchronization of coupled delayed neural networks	34
DAPath: Distance-aware knowledge graph reasoning based on deep reinforcement learning	34
GuidedStyle: Attribute knowledge guided style manipulation for semantic face editing	34
Learning lightweight super-resolution networks with weight pruning	34
A new Lyapunov functional for stability analysis of neutral-type Hopfield neural networks with multiple delays	34
PyDiNet: Pyramid Dilated Network for medical image segmentation	33
Passive filter design for fractional-order quaternion-valued neural networks with neutral delays and external disturbance	33
Chimera states in hybrid coupled neuron populations	33
Prespecified-time synchronization of switched coupled neural networks via smooth controllers	33
Exponential quasi-synchronization of coupled delayed memristive neural networks via intermittent event-triggered control	33
PC-GAIN: Pseudo-label conditional generative adversarial imputation networks for incomplete data	33
Cluster synchronization of delayed coupled neural networks: Delay-dependent distributed impulsive control	33
k-hop graph neural networks	32
Sequential vessel segmentation via deep channel attention network	32
Approximation rates for neural networks with encodable weights in smoothness spaces	32

Finite-time stabilization of complex-valued neural networks with proportional delays and inertial terms: A non-separation approach	32
Relation-Guided Representation Learning	32
World model learning and inference	32
One-stage CNN detector-based benthonic organisms detection with limited training dataset	32
Tumor attention networks: Better feature selection, better tumor segmentation	32
A generative adversarial network approach to (ensemble) weather prediction	31
Exponential synchronization of memristive neural networks with time-varying delays via quantized sliding-mode control	31
Deep learning based spectral CT imaging	31
Memristor-based LSTM network with in situ training and its applications	31
Spectral embedding network for attributed graph clustering	31
DART: Domain-Adversarial Residual-Transfer networks for unsupervised cross-domain image classification	31
Dynamic event-based state estimation for delayed artificial neural networks with multiplicative noises: A gain-scheduled approach	30
Efficient correntropy-based multi-view clustering with anchor graph embedding	30
Modular deep reinforcement learning from reward and punishment for robot navigation	30
Selective ensemble-based online adaptive deep neural networks for streaming data with concept drift	30
Exponential synchronization of coupled neural networks under stochastic deception attacks	30
Novel results on finite-time stabilization of state-based switched chaotic inertial neural networks with distributed delays	30
Multi-level Feature Interaction and Efficient Non-Local Information Enhanced Channel Attention for image dehazing	29
Event-triggered control for robust exponential synchronization of inertial memristive neural networks under parameter disturbance	29
Event-based master–slave synchronization of complex-valued neural networks via pinning impulsive control	29
Minimum spanning tree based graph neural network for emotion classification using EEG	29
High tissue contrast image synthesis via multistage attention-GAN: Application to segmenting brain MR scans	29
Batch process fault detection for multi-stage broad learning system	29
Energy-efficient and damage-recovery slithering gait design for a snake-like robot based on reinforcement learning and inverse reinforcement learning	29
Finite-time and sampled-data synchronization of complex dynamical networks subject to average dwell-time switching signal	29
Finite-time synchronization of memristor neural networks via interval matrix method	29
Hybrid tensor decomposition in neural network compression	28
Training of deep neural networks for the generation of dynamic movement primitives	28
Dense Residual Network: Enhancing global dense feature flow for character recognition	28
Event-triggered fault-tolerant control for input-constrained nonlinear systems with mismatched disturbances via adaptive dynamic programming	28
Deconvolutional neural network for image super-resolution	28
Attentional feature pyramid network for small object detection	28
Multi-view projected clustering with graph learning	28
Golden subject is everyone: A subject transfer neural network for motor imagery-based brain computer interfaces	28
AMD-GAN: Attention encoder and multi-branch structure based generative adversarial networks for fundus disease detection from scanning laser ophthalmoscopy images	27
CSITime: Privacy-preserving human activity recognition using WiFi channel state information	27
Boundary Mittag-Leffler stabilization of fractional reaction–diffusion cellular neural networks	27
Extended analysis on the global Mittag-Leffler synchronization problem for fractional-order octonion-valued BAM neural networks	27
Fading memory echo state networks are universal	27
Multi-layer information fusion based on graph convolutional network for knowledge-driven herb recommendation	27
Prediction of N6-methyladenosine sites using convolution neural network model based on distributed feature representations	27
CariGAN: Caricature generation through weakly paired adversarial learning	27
Particle swarm optimized neural networks based local tracking control scheme of unknown nonlinear interconnected systems	27
Quantifying the separability of data classes in neural networks	27
Multi-view graph embedding clustering network: Joint self-supervision and block diagonal representation	27
SAM-GAN: Self-Attention supporting Multi-stage Generative Adversarial Networks for text-to-image synthesis	27
Deep reinforcement learning guided graph neural networks for brain network analysis	26
Bio-instantiated recurrent neural networks: Integrating neurobiology-based network topology in artificial networks	26
Multi-resolution modulation-filtered cochleagram feature for LSTM-based dimensional emotion recognition from speech	26
Self-spectral learning with GAN based spectral–spatial target detection for hyperspectral image	26
Supervised and semi-supervised probabilistic learning with deep neural networks for concurrent process-quality monitoring	26
t-soft update of target network for deep reinforcement learning	26
Emulation of wildland fire spread simulation using deep learning	26
Generative adversarial networks with decoder–encoder output noises	26
Vulnerability of classifiers to evolutionary generated adversarial examples	26
Accurate and efficient sequential ensemble learning for highly imbalanced multi-class data	25
A new predefined-time stability theorem and its application in the synchronization of memristive complex-valued BAM neural networks	25
A hybrid quantum–classical neural network with deep residual learning	25
Synchronization of memristive neural networks with unknown parameters via event-triggered adaptive control	25
Dual self-paced multi-view clustering	25
Levenberg–Marquardt multi-classification using hinge loss function	25
GHNN: Graph Harmonic Neural Networks for semi-supervised graph-level classification	25
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification	25
Meta-learning, social cognition and consciousness in brains and machines	25
Finite-time synchronization of quaternion-valued neural networks with delays: A switching control method without decomposition	25
Model-free motion control of continuum robots based on a zeroing neurodynamic approach	25
Visual interaction networks: A novel bio-inspired computational model for image classification	25
Improved approach to the problem of the global Mittag-Leffler synchronization for fractional-order multidimension-valued BAM neural networks based on new inequalities	25
SPLASH: Learnable activation functions for improving accuracy and adversarial robustness	24
SDARE: A stacked denoising autoencoder method for game dynamics network structure reconstruction	24
Multivariate time series forecasting method based on nonlinear spiking neural P systems and non-subsampled shearlet transform	24
An octonion-based nonlinear echo state network for speech emotion recognition in Metaverse	24
LSTMED: An uneven dynamic process monitoring method based on LSTM and Autoencoder neural network	24
Exponential synchronization for variable-order fractional discontinuous complex dynamical networks with short memory via impulsive control	24
A classification-based approach to semi-supervised clustering with pairwise constraints	24
Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness	24
DAFA-BiLSTM: Deep Autoregression Feature Augmented Bidirectional LSTM network for time series prediction	24
Bridging multimedia heterogeneity gap via Graph Representation Learning for cross-modal retrieval	24
Exact coexistence and locally asymptotic stability of multiple equilibria for fractional-order delayed Hopfield neural networks with Gaussian activation function	24
Stochastic configuration network ensembles with selective base models	24
Adaptive optimal control of affine nonlinear systems via identifier–critic neural network approximation with relaxed PE conditions	24
Progressive learning: A deep learning framework for continual learning	24
Robust multi-view subspace clustering based on consensus representation and orthogonal diversity	24
A continuous-time neurodynamic approach and its discretization for distributed convex optimization over multi-agent systems	24
Discovering Parametric Activation Functions	24
AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer Learning	24
Self-augmentation: Generalizing deep networks to unseen classes for few-shot learning	24
H∞	24
Event-triggered delayed impulsive control for nonlinear systems with application to complex neural networks	24
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	24
ME-PLAN: A deep prototypical learning with local attention network for dynamic micro-expression recognition	24
Training memristor-based multilayer neuromorphic networks with SGD, momentum and adaptive learning rates	24
MRGAT: Multi-Relational Graph Attention Network for knowledge graph completion	23
Discretely-constrained deep network for weakly supervised segmentation	23
Finite-time consensus control for multi-agent systems with full-state constraints and actuator failures	23