Neural Networks

Article	Citations
Editorial Board	365
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	340
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]	323
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	236
NN/ENNS/JNNS - Membership Applic. Form	216
Towards global neural network abstractions with locally-exact reconstruction	190
Editorial Board	179
Editorial Board	154
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	140
Event-triggered H∞	135
Reinforced mixture learning	127
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	126
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	126
Aspect sentiment learning for Aspect-Level Sentiment Classification	124
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception	122
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	118
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	113
Enhancing space–time video super-resolution via spatial–temporal feature interaction	110
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	110
Learning shared template representation with augmented feature for multi-object pose estimation	105
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	103
Dynamic planning in hierarchical active inference	101
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	101
Nonlinear feature selection for support vector quantile regression	97
Attention-based random forest and contamination model	94

Graph anomaly detection based on hybrid node representation learning	91
INN/ENNS/JNNS - Membership Applic. Form	91
CURRENT EVENTS	90
Central loss guides coordinated Transformer for reliable anatomical landmark detection	89
Backdoor attacks on unsupervised graph representation learning	88
Flexibly regularized mixture models and application to image segmentation	87
RASP: Regularization-based Amplitude Saliency Pruning	86
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	85
Salience Interest Option: Temporal abstraction with salience interest functions	84
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	84
Graph convolutional network with tree-guided anisotropic message passing	83
DPGCL: Dual pass filtering based graph contrastive learning	82
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	80
Partial label learning: Taxonomy, analysis and outlook	80
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation	80
Automated tactics planning for cyber attack and defense based on large language model agents	78
Deep prior embedding method for Electrical Impedance Tomography	78
Oblique and rotation double random forest	77
Variational autoencoder for distributional learning via quantile function estimation	77
Regional crowd flow estimation from aerial view	75
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis	75
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	75
Adams-based hierarchical features fusion network for image dehazing	74
Deep graph representation learning for influence maximization with accelerated inference	73
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	73
Explainable hybrid word representations for sentiment analysis of financial news	70
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	70
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	70
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	67
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	66
Spatial–temporal recurrent reinforcement learning for autonomous ships	66
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	66
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	66
Neural operators for robust output regulation of hyperbolic PDEs	65
Graph-level Contrastive Learning with Self-aware and Cross-sample Topology Augmentation for Brain Disorder Diagnosis using rs-fMRI	64
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	63
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	63
Boosting adversarial robustness via self-paced adversarial training	62
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	62
On the Kolmogorov neural networks	61
DMPP: Differentiable multi-pruner and predictor for neural network pruning	61
Early stopping by correlating online indicators in neural networks	60
Universality of reservoir systems with recurrent neural networks	60
UTRAD: Anomaly detection and localization with U-Transformer	60
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	60
Frequency Self-Adaptation Graph Neural Network for Unsupervised Graph Anomaly Detection	60
Learning dynamic graph representations through timespan view contrasts	60
CURRENT EVENTS	60
Multiple-input and multiple-output encoders with DNA-based winner-take-all neural Networks	59
A novel two-layer fuzzy neural network for solving inequality-constrained	59

Model-free reinforcement learning control with zero-min barrier functions for constrained systems	59
Modeling limit order trading with a continuous action policy for deep reinforcement learning	58
INN/ENNS/JNNS - Membership Applic. Form	58
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	57
G2BFNN: Genera	57
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	57
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	57
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	57
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	57
Pinning multisynchronization of delayed fractional-order memristor-based neural networks with nonlinear coupling and almost-periodic perturbations	56
Combining STDP and binary networks for reinforcement learning from images and sparse rewards	55
Simultaneous neural network approximation for smooth functions	55
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	54
Self-adaptive label discovery and multi-view fusion for complementary label learning	54
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	53
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	53
CosELU: An improved activation deep neural network for EEG signal recognition in stroke patients	53
Heterophilous distribution propagation for Graph Neural Networks	53
Continual learning with Bayesian compression for shared and private latent representations	53
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	53
Long-range zero-shot generative deep network quantization	52
Information theory-guided heuristic progressive multi-view coding	52
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	52
Editorial Board	51
Current Events	51
Impact of axonal delay on structure development in a multi-layered network	51
Current Events	50
Editorial Board	50
Distributional generative adversarial imitation learning with reproducing kernel generalization	49
INN/ENNS/JNNS - Membership Applic. Form	49
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	49
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	49
Towards understanding theoretical advantages of complex-reaction networks	49
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	48
ComCo: Complementary supervised contrastive learning for complementary label learning	48
SREGS: Sparse-view Gaussian radiance fields with geometric regularization and region exploration	48
A framework for controllable Pareto front learning with completed scalarization functions and its applications	48
Data-driven optimal tracking control for nonlinear systems with performance constraints via adaptive dynamic programming	48
Modeling learnable electrical synapse for high precision spatio-temporal recognition	47
Brain-inspired chaotic backpropagation for MLP	47
High-order diversity feature learning for pedestrian attribute recognition	46
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	46
Towards a unified framework for graph-based multi-view clustering	46
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	46
Energy controls wave propagation in a neural network with spatial stimuli	45
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	45
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	45
Structure regularized consensus dynamic anchor graph learning for incomplete multi-view clustering	45
psoResNet: An improved PSO-based residual network search algorithm	45
Medical image segmentation network based on multi-scale frequency domain filter	44
Mask-Shift-Inference: A novel paradigm for domain generalization	44
Cosine convolutional neural network and its application for seizure detection	44
MOAL: Multi-view Out-of-distribution Awareness Learning	44
Possibilistic classification by support vector networks	44
Backpropagation Neural Tree	43
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	43
Self-guided disentangled representation learning for single image dehazing	43
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	43
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	43
Representation-driven sampling and adaptive policy resetting for improving multi-Agent reinforcement learning	42
MSB-VQA: Overcoming multiple source biases for robust visual question answering	42
Causality guided co-attention network for visual question answering	42
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	42
Pre- to post-contrast medical image synthesis with outline-guide accelerate diffusion model	42
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	42
Robust open intent classification in many-shot and few-shot scenarios	42
M3T-CKD: A multi-modal multi-teacher contrastive knowledge distillation framework for survival prediction of patients with carotid atherosclerosis	42
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	42
A general framework for robust stability analysis of neural networks with discrete time delays	41
Neural network surgery: Combining training with topology optimization	41
Understanding and mitigating noise in trained deep neural networks	41
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	41
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	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
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	41
Set stabilization of logical control networks: A minimum node control approach	40
Quantization-aware training for low precision photonic neural networks	40
Predictive Coding with Spiking Neural Networks: a Survey	40
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	40
Batch Self-organizing Memory Neural Network for Continual Supervised Learning	40

On the capacity of deep generative networks for approximating distributions	40
Effects of impulse on prescribed-time synchronization of switching complex networks	40
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	40
A survey on few-shot class-incremental learning	40
Enriching query semantics for code search with reinforcement learning	40
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	39
Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays	39
Refining visual token sequence for efficient image captioning	39
Meta attention for Off-Policy Actor-Critic	39
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	39
Progressive discretization for generative retrieval: A self-supervised approach to high-quality DocID generation	39
An event-triggered collaborative neurodynamic approach to distributed global optimization	39
LUFormer : A luminance-informed localized transformer with frequency augmentation for nighttime flare removal	39
Editorial Board	39
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	39
INN/ENNS/JNNS - Membership Applic. Form	39
INN/ENNS/JNNS - Membership Applic. Form	39
Sparse factorization of square matrices with application to neural attention modeling	38
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	38
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	38
ProMask: Probability mask representation for skeleton detection	38
Deep one-class probability learning for end-to-end image classification	38
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	38
Communication-efficient distributed learning with Local Immediate Error Compensation	37
Temporal multi-modal knowledge graph generation for link prediction	37
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	37
Disentangled representation learning for multi-view clustering via von Mises–Fisher hyperspherical embedding	37
Dual Distillation Discriminator Networks for Domain Adaptive Few-Shot Learning	37
Distributed adaptive robust containment control for reaction–diffusion neural networks with external disturbances under directed graphs	37
Internal sensory models allow for balance control using muscle spindle acceleration feedback	37
SimTA++: Simple attention neural network for clinical asynchronous time series	37
Bifurcations of a delayed fractional-order BAM neural network via new parameter perturbations	37
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	36
Neural Networks Referees in 2024	36
Iterative neural networks for improving memory capacity	36
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods	36
INN/ENNS/JNNS - Membership Applic. Form	36
Event-centric multi-modal fusion method for dense video captioning	36
Sequential safe static and dynamic screening rule for accelerating support tensor machine	36
Non-fragile output-feedback control for time-delay neural networks with persistent dwell time switching: A system mode and time scheduler dual-dependent design	36
Restarted multiple kernel algorithms with self-guiding for large-scale multi-view clustering	36
Functional loops: Monitoring functional organization of deep neural networks using algebraic topology	36
A Hierarchical Mixture-Of-Experts Framework for Few Labeled Node Classification	35
A zeroing neural dynamics based acceleration optimization approach for optimizers in deep neural networks	35
A new pipeline with ultimate search efficiency for neural architecture search	35
A novel multivariate time series forecasting dendritic neuron model for COVID-19 pandemic transmission tendency	35
Continual learning with attentive recurrent neural networks for temporal data classification	35
Correntropy based semi-supervised concept factorization with adaptive neighbors for clustering	34
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	34
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	34
Contrastive learning of graphs under label noise	34
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	34
Efficient learning rate adaptation based on hierarchical optimization approach	34
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	34
Unsupervised domain adaptive building semantic segmentation network by edge-enhanced contrastive learning	34
TF-BERT: Tensor-based fusion BERT for multimodal sentiment analysis	33
Causal Disentanglement Domain Generalization for time-series signal fault diagnosis	33
Deep brain stimulation and lag synchronization in a memristive two-neuron network	33
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	33
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	33
Combining various training and adaptation algorithms for ensemble few-shot classification	33
Joint learning of feature and topology for multi-view graph convolutional network	32
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	32
Generation, division and training: A promising method for source-free unsupervised domain adaptation	32
UMS2-ODNet: Un	32
Elucidating multifinal and equifinal pathways to developmental disorders by constructing real-world neurorobotic models	32
EMAT: Efficient feature fusion network for visual tracking via optimized multi-head attention	32
Revisiting graph neural networks from hybrid regularized graph signal reconstruction	32
Self-balancing Incremental Broad Learning System with privacy protection	32
Combining external-latent attention for medical image segmentation	32
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	32
A cause fusion framework with information bottleneck for conversational causal emotion entailment	31
Credit assignment with predictive contribution measurement in multi-agent reinforcement learning	31
Attribute-guided feature fusion network with knowledge-inspired attention mechanism for multi-source remote sensing classification	31
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	31
Bio-inspired two-stage network for efficient RGB-D salient object detection	31
A strictly predefined-time convergent and anti-noise fractional-order zeroing neural network for solving time-variant quadratic programming in kinematic robot control	31
Dominant preference decoupling and guided perturbed preference injection for cross-domain sequence recommendation	31
Graph Neural Network contextual embedding for Deep Learning on tabular data	31
Adaptive Diversity Induced Reweighting for long-tailed classification	31
M2	31
Neuroadaptive fixed-time fault-tolerant containment control of high-order MIMO Nonlinear multi-agent systems in affine strict-feedback form	30
SCMEA: A stacked co-enhanced model for entity alignment based on multi-aspect information fusion and bidirectional contrastive learning	30
DCDLN: A densely connected convolutional dynamic learning network for malaria disease diagnosis	30
SCADA securing system using deep learning to prevent cyber infiltration	30
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings	30
A novel semi-supervised meta learning method for subject-transfer brain–computer interface	30
Enhancing multiview synergy: Robust learning by exploiting the wave loss function with consensus and complementarity principles	30
FedMEKT: Distillation-based embedding knowledge transfer for multimodal federated learning	30
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	30
Online continual decoding of streaming EEG signal with a balanced and informative memory buffer	30
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	30
Cross-modality interaction for few-shot multispectral object detection with semantic knowledge	29
Quasi-synchronization of drive–response systems with parameter mismatch via event-triggered impulsive control	29
Revisiting the fragility of influence functions	29