Neural Networks

Article	Citations
Editorial Board	350
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	329
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]	309
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	223
Deep prior embedding method for Electrical Impedance Tomography	207
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation	174
Aspect sentiment learning for Aspect-Level Sentiment Classification	170
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception	153
Automated tactics planning for cyber attack and defense based on large language model agents	128
Nonlinear feature selection for support vector quantile regression	125
GeoScatt-GNN: A Geometric Scattering Transform-Based Graph Neural Network Model for Ames Mutagenicity Prediction	122
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	122
DPGCL: Dual pass filtering based graph contrastive learning	122
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	121
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	114
Spatial–temporal recurrent reinforcement learning for autonomous ships	112
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	109
Boosting adversarial robustness via self-paced adversarial training	108
Universality of reservoir systems with recurrent neural networks	108
Early stopping by correlating online indicators in neural networks	104
Salience Interest Option: Temporal abstraction with salience interest functions	103
Learning dynamic graph representations through timespan view contrasts	99
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	98
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	96
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	93

Attention-based random forest and contamination model	92
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	90
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	90
Backdoor attacks on unsupervised graph representation learning	87
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	86
Enhancing space–time video super-resolution via spatial–temporal feature interaction	86
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	84
INN/ENNS/JNNS - Membership Applic. Form	83
Learning shared template representation with augmented feature for multi-object pose estimation	83
Deep graph representation learning for influence maximization with accelerated inference	82
CURRENT EVENTS	82
Central loss guides coordinated Transformer for reliable anatomical landmark detection	81
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	79
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	77
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	76
Graph anomaly detection based on hybrid node representation learning	75
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	75
Dynamic planning in hierarchical active inference	74
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	74
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	74
Flexibly regularized mixture models and application to image segmentation	74
NN/ENNS/JNNS - Membership Applic. Form	73
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	73
DMPP: Differentiable multi-pruner and predictor for neural network pruning	71
Towards global neural network abstractions with locally-exact reconstruction	71
Editorial Board	70
Graph convolutional network with tree-guided anisotropic message passing	69
Neural operators for robust output regulation of hyperbolic PDEs	69
Editorial Board	68
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	67
Event-triggered H∞	66
RASP: Regularization-based Amplitude Saliency Pruning	65
Reinforced mixture learning	65
Explainable hybrid word representations for sentiment analysis of financial news	65
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	63
Partial label learning: Taxonomy, analysis and outlook	63
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	63
On the Kolmogorov neural networks	62
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	61
Adams-based hierarchical features fusion network for image dehazing	60
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	60
Oblique and rotation double random forest	60
UTRAD: Anomaly detection and localization with U-Transformer	59
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	59
CURRENT EVENTS	59
Frequency Self-Adaptation Graph Neural Network for Unsupervised Graph Anomaly Detection	58
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	58
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	58
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	58
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	58

MOAL: Multi-view Out-of-distribution Awareness Learning	57
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	56
Model-free reinforcement learning control with zero-min barrier functions for constrained systems	56
A novel two-layer fuzzy neural network for solving inequality-constrained	56
Multiple-input and multiple-output encoders with DNA-based winner-take-all neural Networks	56
INN/ENNS/JNNS - Membership Applic. Form	55
CosELU: An improved activation deep neural network for EEG signal recognition in stroke patients	54
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	54
Pinning multisynchronization of delayed fractional-order memristor-based neural networks with nonlinear coupling and almost-periodic perturbations	53
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	53
Understanding and mitigating noise in trained deep neural networks	53
SREGS: Sparse-view Gaussian radiance fields with geometric regularization and region exploration	53
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	53
Data-driven optimal tracking control for nonlinear systems with performance constraints via adaptive dynamic programming	53
G2BFNN: Genera	52
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	52
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	52
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	52
Self-adaptive label discovery and multi-view fusion for complementary label learning	52
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	51
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	51
Possibilistic classification by support vector networks	50
Enriching query semantics for code search with reinforcement learning	50
Backpropagation Neural Tree	50
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	50
Simultaneous neural network approximation for smooth functions	50
Heterophilous distribution propagation for Graph Neural Networks	49
Structure regularized consensus dynamic anchor graph learning for incomplete multi-view clustering	49
Modeling learnable electrical synapse for high precision spatio-temporal recognition	49
Energy controls wave propagation in a neural network with spatial stimuli	49
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	49
A general framework for robust stability analysis of neural networks with discrete time delays	48
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	48
Towards understanding theoretical advantages of complex-reaction networks	48
Editorial Board	47
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	47
Current Events	47
Modeling limit order trading with a continuous action policy for deep reinforcement learning	47
Current Events	47
Long-range zero-shot generative deep network quantization	47
INN/ENNS/JNNS - Membership Applic. Form	46
Information theory-guided heuristic progressive multi-view coding	45
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	45
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	45
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	45
Editorial Board	45
ComCo: Complementary supervised contrastive learning for complementary label learning	45
Impact of axonal delay on structure development in a multi-layered network	44
Quantization-aware training for low precision photonic neural networks	44
Combining STDP and binary networks for reinforcement learning from images and sparse rewards	44
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	44
A framework for controllable Pareto front learning with completed scalarization functions and its applications	44
Towards a unified framework for graph-based multi-view clustering	44
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	44
psoResNet: An improved PSO-based residual network search algorithm	43
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	43
On the capacity of deep generative networks for approximating distributions	43
Convolutional fusion network for monaural speech enhancement	43
Cosine convolutional neural network and its application for seizure detection	42
Brain-inspired chaotic backpropagation for MLP	42
Unified Analysis of Stability and Dissipativity for Inertial Memristive Multidimensional-Valued Neural Networks With Time-Varying Delays via Non-Reduced Order Method	42
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	41
Effects of impulse on prescribed-time synchronization of switching complex networks	41
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	41
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	41
Set stabilization of logical control networks: A minimum node control approach	41
Continual learning with Bayesian compression for shared and private latent representations	41
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	41
On the characterization of cognitive tasks using activity-specific short-lived synchronization between electroencephalography channels	41
Self-guided disentangled representation learning for single image dehazing	40
Distributional generative adversarial imitation learning with reproducing kernel generalization	40
Neural network surgery: Combining training with topology optimization	40
A survey on few-shot class-incremental learning	40
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	40
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	40
Mask-Shift-Inference: A novel paradigm for domain generalization	40
High-order diversity feature learning for pedestrian attribute recognition	40
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	40
Medical image segmentation network based on multi-scale frequency domain filter	40
Attribute-guided feature fusion network with knowledge-inspired attention mechanism for multi-source remote sensing classification	39

Distributed adaptive robust containment control for reaction–diffusion neural networks with external disturbances under directed graphs	39
SimTA++: Simple attention neural network for clinical asynchronous time series	39
Neuroadaptive fixed-time fault-tolerant containment control of high-order MIMO Nonlinear multi-agent systems in affine strict-feedback form	39
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	39
Progressive discretization for generative retrieval: A self-supervised approach to high-quality DocID generation	39
Refining visual token sequence for efficient image captioning	39
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	39
Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays	39
Temporal multi-modal knowledge graph generation for link prediction	39
LUFormer : A luminance-informed localized transformer with frequency augmentation for nighttime flare removal	39
Editorial Board	39
Restarted multiple kernel algorithms with self-guiding for large-scale multi-view clustering	39
SCMEA: A stacked co-enhanced model for entity alignment based on multi-aspect information fusion and bidirectional contrastive learning	38
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	38
Deep one-class probability learning for end-to-end image classification	38
Disentangled representation learning for multi-view clustering via von Mises–Fisher hyperspherical embedding	38
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	38
ProMask: Probability mask representation for skeleton detection	37
Bio-inspired two-stage network for efficient RGB-D salient object detection	37
Revisiting graph neural networks from hybrid regularized graph signal reconstruction	37
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	37
Sparse factorization of square matrices with application to neural attention modeling	37
Bifurcations of a delayed fractional-order BAM neural network via new parameter perturbations	37
Meta attention for Off-Policy Actor-Critic	37
Correntropy based semi-supervised concept factorization with adaptive neighbors for clustering	36
INN/ENNS/JNNS - Membership Applic. Form	36
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	36
An event-triggered collaborative neurodynamic approach to distributed global optimization	36
Dual Distillation Discriminator Networks for Domain Adaptive Few-Shot Learning	36
A novel semi-supervised meta learning method for subject-transfer brain–computer interface	36
Elucidating multifinal and equifinal pathways to developmental disorders by constructing real-world neurorobotic models	36
INN/ENNS/JNNS - Membership Applic. Form	36
SCADA securing system using deep learning to prevent cyber infiltration	35
Credit assignment with predictive contribution measurement in multi-agent reinforcement learning	35
Internal sensory models allow for balance control using muscle spindle acceleration feedback	35
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	35
EMAT: Efficient feature fusion network for visual tracking via optimized multi-head attention	35
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	35
Event-centric multi-modal fusion method for dense video captioning	35
Self-balancing Incremental Broad Learning System with privacy protection	35
Graph Neural Network contextual embedding for Deep Learning on tabular data	34
Iterative neural networks for improving memory capacity	34
Neural Networks Referees in 2024	34
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	34
Combining various training and adaptation algorithms for ensemble few-shot classification	34
Enhancing multiview synergy: Robust learning by exploiting the wave loss function with consensus and complementarity principles	34
Sequential safe static and dynamic screening rule for accelerating support tensor machine	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
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	34
INN/ENNS/JNNS - Membership Applic. Form	34
Contrastive learning of graphs under label noise	33
A novel multivariate time series forecasting dendritic neuron model for COVID-19 pandemic transmission tendency	33
Non-fragile output-feedback control for time-delay neural networks with persistent dwell time switching: A system mode and time scheduler dual-dependent design	33
Communication-efficient distributed learning with Local Immediate Error Compensation	33
Online continual decoding of streaming EEG signal with a balanced and informative memory buffer	33
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	33
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	33
Unsupervised domain adaptive building semantic segmentation network by edge-enhanced contrastive learning	33
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods	33
DCDLN: A densely connected convolutional dynamic learning network for malaria disease diagnosis	33
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	33
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	32
Adaptive Diversity Induced Reweighting for long-tailed classification	32
FedMEKT: Distillation-based embedding knowledge transfer for multimodal federated learning	32
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement	32
Combining external-latent attention for medical image segmentation	32
A Hierarchical Mixture-Of-Experts Framework for Few Labeled Node Classification	32
Causal Disentanglement Domain Generalization for time-series signal fault diagnosis	32
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings	32
Recurrent neural network pruning using dynamical systems and iterative fine-tuning	32
A zeroing neural dynamics based acceleration optimization approach for optimizers in deep neural networks	31
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	31
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	31
Efficient learning rate adaptation based on hierarchical optimization approach	31
Joint learning of feature and topology for multi-view graph convolutional network	31
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	31
M2	31
LCMF-Net: A Lightweight Collaborative Multimodal Fusion Network for Brain Tumor Segmentation	31
Continual learning with attentive recurrent neural networks for temporal data classification	31
UMS2-ODNet: Un	30
TF-BERT: Tensor-based fusion BERT for multimodal sentiment analysis	30
CNN-Transformer and Channel-Spatial Attention based network for hyperspectral image classification with few samples	30
Deep brain stimulation and lag synchronization in a memristive two-neuron network	30
A Selection Perturbative Hyper-Heuristic for Neural Architecture Search	29
Uncertainty-aware prototypical learning for anomaly detection in medical images	29
Understanding the role of pathways in a deep neural network	29
Endpoint-aware audio-visual speech enhancement utilizing dynamic weight modulation based on SNR estimation	29
Generation, division and training: A promising method for source-free unsupervised domain adaptation	29
A new pipeline with ultimate search efficiency for neural architecture search	29
Influence Enhanced Sparse Coordination Graphs for Multi-Agent Reinforcement Learning	29
INN/ENNS/JNNS - Membership Applic. Form	29
Functional loops: Monitoring functional organization of deep neural networks using algebraic topology	29
Dual-stage feedback network for lightweight color image compression artifact reduction	29
Data alignment based adversarial defense benchmark for EEG-based BCIs	29
A multiscale distributed neural computing model database (NCMD) for neuromorphic architecture	29