Neural Networks

Article	Citations
Editorial Board	333
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	314
Towards global neural network abstractions with locally-exact reconstruction	298
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	208
Reinforced mixture learning	196
Editorial Board	171
NN/ENNS/JNNS - Membership Applic. Form	152
Adams-based hierarchical features fusion network for image dehazing	151
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	120
Event-triggered H∞	120
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]	119
Editorial Board	116
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	113
Early stopping by correlating online indicators in neural networks	111
A CNN model embedded with local feature knowledge and its application to time-varying signal classification	110
Explainable hybrid word representations for sentiment analysis of financial news	109
Attention-based random forest and contamination model	107
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	106
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	104
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	103
Deep prior embedding method for Electrical Impedance Tomography	99
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	99
INN/ENNS/JNNS - Membership Applic. Form	96
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	94
Central loss guides coordinated Transformer for reliable anatomical landmark detection	90

Learning to reweight examples in multi-label classification	89
Graph anomaly detection based on hybrid node representation learning	88
CURRENT EVENTS	86
Deep graph representation learning for influence maximization with accelerated inference	84
Learning shared template representation with augmented feature for multi-object pose estimation	83
Learning dynamic graph representations through timespan view contrasts	83
Salience Interest Option: Temporal abstraction with salience interest functions	83
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	81
Universality of reservoir systems with recurrent neural networks	80
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	80
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data	79
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	77
Enhancing space–time video super-resolution via spatial–temporal feature interaction	77
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	73
Flexibly regularized mixture models and application to image segmentation	73
Backdoor attacks on unsupervised graph representation learning	73
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	71
RASP: Regularization-based Amplitude Saliency Pruning	71
Partial label learning: Taxonomy, analysis and outlook	70
DMPP: Differentiable multi-pruner and predictor for neural network pruning	70
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	70
Dynamic planning in hierarchical active inference	69
Boosting adversarial robustness via self-paced adversarial training	69
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	69
On the Kolmogorov neural networks	69
Neural operators for robust output regulation of hyperbolic PDEs	68
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	68
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	67
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	66
Spatial–temporal recurrent reinforcement learning for autonomous ships	65
Reinforcement Learning with Formation Energy Feedback for Material Diffusion Models	64
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	64
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	63
Oblique and rotation double random forest	62
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	62
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	61
UTRAD: Anomaly detection and localization with U-Transformer	60
DPGCL: Dual pass filtering based graph contrastive learning	60
Graph convolutional network with tree-guided anisotropic message passing	59
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	59
CURRENT EVENTS	59
Nonlinear feature selection for support vector quantile regression	59
INN/ENNS/JNNS - Membership Applic. Form	58
Combining STDP and binary networks for reinforcement learning from images and sparse rewards	57
Multiple-input and multiple-output encoders with DNA-based winner-take-all neural Networks	57
A novel two-layer fuzzy neural network for solving inequality-constrained	57
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	57
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	56
Convolutional fusion network for monaural speech enhancement	56

Model-free reinforcement learning control with zero-min barrier functions for constrained systems	56
MOAL: Multi-view Out-of-distribution Awareness Learning	55
Frequency Self-Adaptation Graph Neural Network for Unsupervised Graph Anomaly Detection	55
psoResNet: An improved PSO-based residual network search algorithm	55
Structure regularized consensus dynamic anchor graph learning for incomplete multi-view clustering	55
Unsupervised multi-sense language models for natural language processing tasks	53
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	53
Neural network surgery: Combining training with topology optimization	53
On the characterization of cognitive tasks using activity-specific short-lived synchronization between electroencephalography channels	53
Long-range zero-shot generative deep network quantization	53
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	53
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	52
Pinning multisynchronization of delayed fractional-order memristor-based neural networks with nonlinear coupling and almost-periodic perturbations	52
Towards a unified framework for graph-based multi-view clustering	52
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	52
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	52
Current Events	51
Editorial Board	51
Brain-inspired chaotic backpropagation for MLP	51
Editorial Board	50
Modeling limit order trading with a continuous action policy for deep reinforcement learning	50
Current Events	50
ComCo: Complementary supervised contrastive learning for complementary label learning	50
Cosine convolutional neural network and its application for seizure detection	49
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	49
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	49
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	48
INN/ENNS/JNNS - Membership Applic. Form	48
Towards understanding theoretical advantages of complex-reaction networks	48
Distributional generative adversarial imitation learning with reproducing kernel generalization	47
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	47
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	47
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	47
Information theory-guided heuristic progressive multi-view coding	47
Simultaneous neural network approximation for smooth functions	46
G2BFNN: Genera	46
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	46
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	46
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	46
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	46
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	46
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	45
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	45
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	45
A framework for controllable Pareto front learning with completed scalarization functions and its applications	44
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	44
Mask-Shift-Inference: A novel paradigm for domain generalization	44
Possibilistic classification by support vector networks	44
Self-guided disentangled representation learning for single image dehazing	44
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	43
Self-adaptive label discovery and multi-view fusion for complementary label learning	43
On the capacity of deep generative networks for approximating distributions	43
Heterophilous distribution propagation for Graph Neural Networks	42
Continual learning with Bayesian compression for shared and private latent representations	42
Medical image segmentation network based on multi-scale frequency domain filter	42
Quantization-aware training for low precision photonic neural networks	42
High-order diversity feature learning for pedestrian attribute recognition	42
Effects of impulse on prescribed-time synchronization of switching complex networks	42
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	42
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	42
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	42
Impact of axonal delay on structure development in a multi-layered network	42
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	42
Capped L2,<	41
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	41
Understanding and mitigating noise in trained deep neural networks	41
Enriching query semantics for code search with reinforcement learning	41
A general framework for robust stability analysis of neural networks with discrete time delays	41
Backpropagation Neural Tree	40
Set stabilization of logical control networks: A minimum node control approach	40
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	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
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	40
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	39
ProMask: Probability mask representation for skeleton detection	39
Energy controls wave propagation in a neural network with spatial stimuli	39
Restarted multiple kernel algorithms with self-guiding for large-scale multi-view clustering	39
Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays	39
Modeling learnable electrical synapse for high precision spatio-temporal recognition	39

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