Neural Networks

Article	Citations
Editorial Board	351
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	269
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	267
Backdoor attacks on unsupervised graph representation learning	265
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	256
Towards global neural network abstractions with locally-exact reconstruction	171
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	158
Graph convolutional network with tree-guided anisotropic message passing	156
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	149
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	140
Reinforced mixture learning	108
Editorial Board	107
A fast saddle-point dynamical system approach to robust deep learning	107
Editorial Board	102
NN/ENNS/JNNS - Membership Applic. Form	102
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	99
Enhancing space–time video super-resolution via spatial–temporal feature interaction	98
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	93
Learning to reweight examples in multi-label classification	92
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	92
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	90
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	88
A CNN model embedded with local feature knowledge and its application to time-varying signal classification	88
Oblique and rotation double random forest	85
Nonlinear feature selection for support vector quantile regression	85

Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	83
CURRENT EVENTS	81
Neural operators for robust output regulation of hyperbolic PDEs	81
Partial label learning: Taxonomy, analysis and outlook	79
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	77
Spatial–temporal recurrent reinforcement learning for autonomous ships	77
Deep graph representation learning for influence maximization with accelerated inference	77
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	75
Salience Interest Option: Temporal abstraction with salience interest functions	74
Learning dynamic graph representations through timespan view contrasts	73
DPGCL: Dual pass filtering based graph contrastive learning	72
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	71
DMPP: Differentiable multi-pruner and predictor for neural network pruning	70
Learning shared template representation with augmented feature for multi-object pose estimation	69
Graph anomaly detection based on hybrid node representation learning	69
H∞	69
On the Kolmogorov neural networks	67
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	67
UTRAD: Anomaly detection and localization with U-Transformer	66
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	66
Adams-based hierarchical features fusion network for image dehazing	66
Boosting adversarial robustness via self-paced adversarial training	65
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data	63
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	63
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	62
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	62
Event-triggered H∞	61
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	61
Early stopping by correlating online indicators in neural networks	61
RASP: Regularization-based Amplitude Saliency Pruning	60
Explainable hybrid word representations for sentiment analysis of financial news	59
Attention-based random forest and contamination model	58
A survey on modern trainable activation functions	57
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning	57
CURRENT EVENTS	57
Dynamic planning in hierarchical active inference	57
Flexibly regularized mixture models and application to image segmentation	57
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	56
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	56
INN/ENNS/JNNS - Membership Applic. Form	56
Combining STDP and binary networks for reinforcement learning from images and sparse rewards	56
Heterophilous distribution propagation for Graph Neural Networks	56
ComCo: Complementary supervised contrastive learning for complementary label learning	55
Synchronization in finite time for variable-order fractional complex dynamic networks with multi-weights and discontinuous nodes based on sliding mode control strategy	54
A novel two-layer fuzzy neural network for solving inequality-constrained	54
On the characterization of cognitive tasks using activity-specific short-lived synchronization between electroencephalography channels	54
Unsupervised multi-sense language models for natural language processing tasks	54
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	54
Editorial Board	53
Information theory-guided heuristic progressive multi-view coding	53

Current Events	53
Editorial Board	52
INN/ENNS/JNNS - Membership Applic. Form	52
Current Events	51
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	51
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	51
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	51
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	51
INN/ENNS/JNNS - Membership Applic. Form	51
Basic theorem and global exponential stability of differential–algebraic neural networks with delay	50
Impact of axonal delay on structure development in a multi-layered network	50
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	50
Self-adaptive label discovery and multi-view fusion for complementary label learning	49
Set stabilization of logical control networks: A minimum node control approach	49
Enriching query semantics for code search with reinforcement learning	49
Understanding the message passing in graph neural networks via power iteration clustering	49
Long-range zero-shot generative deep network quantization	48
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	48
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	48
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	48
Effects of impulse on prescribed-time synchronization of switching complex networks	48
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	48
Towards understanding theoretical advantages of complex-reaction networks	48
Distributional generative adversarial imitation learning with reproducing kernel generalization	47
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	47
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	47
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	46
Convolutional fusion network for monaural speech enhancement	46
G2BFNN: Genera	46
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	46
Modeling limit order trading with a continuous action policy for deep reinforcement learning	46
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	46
Understanding and mitigating noise in trained deep neural networks	46
Pinning multisynchronization of delayed fractional-order memristor-based neural networks with nonlinear coupling and almost-periodic perturbations	45
Simultaneous neural network approximation for smooth functions	45
Backpropagation Neural Tree	45
Neural network surgery: Combining training with topology optimization	44
Modeling learnable electrical synapse for high precision spatio-temporal recognition	44
Energy controls wave propagation in a neural network with spatial stimuli	44
On the capacity of deep generative networks for approximating distributions	44
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	43
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	43
Quantization-aware training for low precision photonic neural networks	43
A neuralized feature engineering method for entity relation extraction	43
A general framework for robust stability analysis of neural networks with discrete time delays	42
psoResNet: An improved PSO-based residual network search algorithm	42
Mask-Shift-Inference: A novel paradigm for domain generalization	42
Brain-inspired chaotic backpropagation for MLP	42
A framework for controllable Pareto front learning with completed scalarization functions and its applications	42
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	41
A survey on few-shot class-incremental learning	41
Self-guided disentangled representation learning for single image dehazing	41
Medical image segmentation network based on multi-scale frequency domain filter	40
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	40
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	40
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	40
Cosine convolutional neural network and its application for seizure detection	39
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	39
Capped L2,<	39
Continual learning with Bayesian compression for shared and private latent representations	39
Possibilistic classification by support vector networks	39
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	39
Towards a unified framework for graph-based multi-view clustering	39
Event-centric multi-modal fusion method for dense video captioning	38
Revisiting graph neural networks from hybrid regularized graph signal reconstruction	38
ProMask: Probability mask representation for skeleton detection	38
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	38
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	38
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	38
FedMEKT: Distillation-based embedding knowledge transfer for multimodal federated learning	38
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	38
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	38
Dual Distillation Discriminator Networks for Domain Adaptive Few-Shot Learning	37
Combining various training and adaptation algorithms for ensemble few-shot classification	37
INN/ENNS/JNNS - Membership Applic. Form	37
Recurrent neural network pruning using dynamical systems and iterative fine-tuning	37
Temporal multi-modal knowledge graph generation for link prediction	37
Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays	37
A novel multivariate time series forecasting dendritic neuron model for COVID-19 pandemic transmission tendency	37
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	37

A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	37
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	37
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings	36
INN/ENNS/JNNS - Membership Applic. Form	36
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	36
Generation, division and training: A promising method for source-free unsupervised domain adaptation	36
Editorial Board	36
Sparse factorization of square matrices with application to neural attention modeling	35
CNN-Transformer and Channel-Spatial Attention based network for hyperspectral image classification with few samples	35
Iterative neural networks for improving memory capacity	35
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	35
Functional loops: Monitoring functional organization of deep neural networks using algebraic topology	35
Credit assignment with predictive contribution measurement in multi-agent reinforcement learning	35
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	34
UMS2-ODNet: Un	34
Neural Networks Referees in 2024	34
Bio-inspired two-stage network for efficient RGB-D salient object detection	34
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	34
Online continual decoding of streaming EEG signal with a balanced and informative memory buffer	34
Deep one-class probability learning for end-to-end image classification	34
A strictly predefined-time convergent and anti-noise fractional-order zeroing neural network for solving time-variant quadratic programming in kinematic robot control	34
FastTalker: A neural text-to-speech architecture with shallow and group autoregression	33
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	33
Detecting slender objects with uncertainty based on keypoint-displacement representation	33
A zeroing neural dynamics based acceleration optimization approach for optimizers in deep neural networks	33
Contrastive learning of graphs under label noise	33
Meta attention for Off-Policy Actor-Critic	33
An event-triggered collaborative neurodynamic approach to distributed global optimization	32
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	32
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	32
Elucidating multifinal and equifinal pathways to developmental disorders by constructing real-world neurorobotic models	32
Correntropy based semi-supervised concept factorization with adaptive neighbors for clustering	32
Combining external-latent attention for medical image segmentation	32
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	31
A new pipeline with ultimate search efficiency for neural architecture search	31
Sequential safe static and dynamic screening rule for accelerating support tensor machine	31
SCMEA: A stacked co-enhanced model for entity alignment based on multi-aspect information fusion and bidirectional contrastive learning	31
M2	31
Non-fragile output-feedback control for time-delay neural networks with persistent dwell time switching: A system mode and time scheduler dual-dependent design	31
Bifurcations of a delayed fractional-order BAM neural network via new parameter perturbations	31
Self-balancing Incremental Broad Learning System with privacy protection	31
TF-BERT: Tensor-based fusion BERT for multimodal sentiment analysis	31
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods	31
Deep brain stimulation and lag synchronization in a memristive two-neuron network	31
Joint learning of feature and topology for multi-view graph convolutional network	31
Unsupervised domain adaptive building semantic segmentation network by edge-enhanced contrastive learning	31
Integral representations of shallow neural network with rectified power unit activation function	30
Graph Neural Network contextual embedding for Deep Learning on tabular data	30
SCADA securing system using deep learning to prevent cyber infiltration	30
Efficient learning rate adaptation based on hierarchical optimization approach	30
DCDLN: A densely connected convolutional dynamic learning network for malaria disease diagnosis	30
INN/ENNS/JNNS - Membership Applic. Form	30
Editorial Board	30
A novel semi-supervised meta learning method for subject-transfer brain–computer interface	30
Continual learning with attentive recurrent neural networks for temporal data classification	30
EMAT: Efficient feature fusion network for visual tracking via optimized multi-head attention	30
LCFFNet: A Lightweight Cross-scale Feature Fusion Network for human pose estimation	30
INN/ENNS/JNNS - Membership Applic. Form	30
Distributed adaptive robust containment control for reaction–diffusion neural networks with external disturbances under directed graphs	30
Causal Disentanglement Domain Generalization for time-series signal fault diagnosis	30
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	30
Editorial Board	29
Decoupling visual and identity features for adversarial palm-vein image attack	29
Uncertainty-aware hierarchical segment-channel attention mechanism for reliable and interpretable multichannel signal classification	29
Revisiting the fragility of influence functions	29
Cross-modality interaction for few-shot multispectral object detection with semantic knowledge	29
Dual-stage feedback network for lightweight color image compression artifact reduction	29
Deep learning in random neural fields: Numerical experiments via neural tangent kernel	29
Feature flow regularization: Improving structured sparsity in deep neural networks	29
Cluster synchronization of fractional-order two-layer networks and application in image encryption/decryption	29
A statistical framework for non-negative matrix factorization based on generalized dual divergence	29
A multiscale distributed neural computing model database (NCMD) for neuromorphic architecture	29
Enabling deformation slack in tracking with temporally even correlation filters	29
User preference interaction fusion and swap attention graph neural network for recommender system	29
Generative Adversarial Network with Multi-branch Discriminator for imbalanced cross-species image-to-image translation	29
Distance metric learning based on the class center and nearest neighbor relationship	29
Endpoint-aware audio-visual speech enhancement utilizing dynamic weight modulation based on SNR estimation	28
Stochastic momentum methods for non-convex learning without bounded assumptions	28
Salient object detection in low-light RGB-T scene via spatial-frequency cues mining	28
A novel density-based neural mass model for simulating neuronal network dynamics with conductance-based synapses and membrane current adaptation	28
H∞	28
Federated learning meets Bayesian neural network: Robust and uncertainty-aware distributed variational inference	28
SVD-AE: An asymmetric autoencoder with SVD regularization for multivariate time series anomaly detection	28
Video summarization for event-centric videos	28
Domain-informed graph neural networks: A quantum chemistry case study	27
Unifying emotion-oriented and cause-oriented predictions for emotion-cause pair extraction	27
SCL: Self-supervised contrastive learning for few-shot image classification	27
Multi-graph Fusion Graph Convolutional Networks with pseudo-label supervision	27
Dynamic graph consistency and self-contrast learning for semi-supervised medical image segmentation	27
Multi-level feature fusion and joint refinement for simultaneous object pose estimation and camera localization	27
Aggregating intrinsic information to enhance BCI performance through federated learning	27
Learning feature relationships in CNN model via relational embedding convolution layer	27
Learning a discriminative SPD manifold neural network for image set classification	27
Toward a cerebello-thalamo-cortical computational model of spinocerebellar ataxia	27
Understanding the role of pathways in a deep neural network	27