Neural Networks

Article	Citations
Editorial Board	309
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	296
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	288
Towards global neural network abstractions with locally-exact reconstruction	201
Graph convolutional network with tree-guided anisotropic message passing	185
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism	168
Reinforced mixture learning	148
Editorial Board	136
NN/ENNS/JNNS - Membership Applic. Form	117
Adams-based hierarchical features fusion network for image dehazing	114
Editorial Board	113
Dynamic planning in hierarchical active inference	109
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	108
Graph anomaly detection based on hybrid node representation learning	107
Nonlinear feature selection for support vector quantile regression	106
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	106
Central loss guides coordinated Transformer for reliable anatomical landmark detection	104
Learning to reweight examples in multi-label classification	104
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	101
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	101
INN/ENNS/JNNS - Membership Applic. Form	99
Explainable hybrid word representations for sentiment analysis of financial news	97
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	95
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	95
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	93

CURRENT EVENTS	92
Learning shared template representation with augmented feature for multi-object pose estimation	87
Deep graph representation learning for influence maximization with accelerated inference	85
DPGCL: Dual pass filtering based graph contrastive learning	83
Learning dynamic graph representations through timespan view contrasts	83
Salience Interest Option: Temporal abstraction with salience interest functions	83
Universality of reservoir systems with recurrent neural networks	82
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	82
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	82
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
Enhancing space–time video super-resolution via spatial–temporal feature interaction	78
Deep prior embedding method for Electrical Impedance Tomography	77
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	77
Deep semi-supervised learning via dynamic anchor graph embedding in latent space	76
Boosting adversarial robustness via self-paced adversarial training	76
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	76
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	74
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	73
H∞	71
On the Kolmogorov neural networks	70
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	69
Spatial–temporal recurrent reinforcement learning for autonomous ships	69
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	68
Event-triggered H∞	68
Early stopping by correlating online indicators in neural networks	66
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	66
Attention-based random forest and contamination model	66
Flexibly regularized mixture models and application to image segmentation	65
RASP: Regularization-based Amplitude Saliency Pruning	65
Finite-time and fixed-time self-triggered synchronization of stochastic memristive neural networks and applications in secure communication	65
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	64
A CNN model embedded with local feature knowledge and its application to time-varying signal classification	63
DMPP: Differentiable multi-pruner and predictor for neural network pruning	63
Neural operators for robust output regulation of hyperbolic PDEs	63
Partial label learning: Taxonomy, analysis and outlook	63
Backdoor attacks on unsupervised graph representation learning	62
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	62
Oblique and rotation double random forest	61
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control	61
UTRAD: Anomaly detection and localization with U-Transformer	61
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	61
Heterophilous distribution propagation for Graph Neural Networks	59
CURRENT EVENTS	59
Combining STDP and binary networks for reinforcement learning from images and sparse rewards	58
INN/ENNS/JNNS - Membership Applic. Form	58
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	57
Model-free reinforcement learning control with zero-min barrier functions for constrained systems	57
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	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
Mask-Shift-Inference: A novel paradigm for domain generalization	56
Convolutional fusion network for monaural speech enhancement	55
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	55
Set stabilization of logical control networks: A minimum node control approach	55
Understanding and mitigating noise in trained deep neural networks	55
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	54
Possibilistic classification by support vector networks	54
psoResNet: An improved PSO-based residual network search algorithm	54
Medical image segmentation network based on multi-scale frequency domain filter	53
Unsupervised multi-sense language models for natural language processing tasks	53
Quantization-aware training for low precision photonic neural networks	53
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	53
Long-range zero-shot generative deep network quantization	53
A neuralized feature engineering method for entity relation extraction	53
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	52
Neural network surgery: Combining training with topology optimization	52
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	52
A survey on few-shot class-incremental learning	52
Editorial Board	50
Capped L2,<	50
Current Events	50
Editorial Board	50
INN/ENNS/JNNS - Membership Applic. Form	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	49
Current Events	49
Impact of axonal delay on structure development in a multi-layered network	48
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	48
Towards understanding theoretical advantages of complex-reaction networks	48
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	47
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	47
Continual learning with Bayesian compression for shared and private latent representations	47
Distributional generative adversarial imitation learning with reproducing kernel generalization	47
Self-adaptive label discovery and multi-view fusion for complementary label learning	46
Information theory-guided heuristic progressive multi-view coding	46
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	45
Energy controls wave propagation in a neural network with spatial stimuli	45
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	45
Modeling learnable electrical synapse for high precision spatio-temporal recognition	45
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	45
Cosine convolutional neural network and its application for seizure detection	44
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	44
G2BFNN: Genera	44
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	44
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	44
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	43
Simultaneous neural network approximation for smooth functions	43
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	43
Effects of impulse on prescribed-time synchronization of switching complex networks	42
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	42
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	42
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	42
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	42
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	42
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	42
On the characterization of cognitive tasks using activity-specific short-lived synchronization between electroencephalography channels	41
Backpropagation Neural Tree	41
Self-guided disentangled representation learning for single image dehazing	41
Pinning multisynchronization of delayed fractional-order memristor-based neural networks with nonlinear coupling and almost-periodic perturbations	41
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	41
A framework for controllable Pareto front learning with completed scalarization functions and its applications	40
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	40
A general framework for robust stability analysis of neural networks with discrete time delays	40
Towards a unified framework for graph-based multi-view clustering	40
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	40
Modeling limit order trading with a continuous action policy for deep reinforcement learning	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
On the capacity of deep generative networks for approximating distributions	40
Enriching query semantics for code search with reinforcement learning	40
ComCo: Complementary supervised contrastive learning for complementary label learning	40
High-order diversity feature learning for pedestrian attribute recognition	39
Tailoring Knowledge for Empowered Cooperative Actions in Multi-Agent Reinforcement Learning	39
ProMask: Probability mask representation for skeleton detection	39
Brain-inspired chaotic backpropagation for MLP	39
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	39
Revisiting graph neural networks from hybrid regularized graph signal reconstruction	39
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	39
Recurrent neural network pruning using dynamical systems and iterative fine-tuning	38
Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays	38

Temporal multi-modal knowledge graph generation for link prediction	38
Meta attention for Off-Policy Actor-Critic	38
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	38
Neuroadaptive fixed-time fault-tolerant containment control of high-order MIMO Nonlinear multi-agent systems in affine strict-feedback form	38
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	38
A novel semi-supervised meta learning method for subject-transfer brain–computer interface	37
INN/ENNS/JNNS - Membership Applic. Form	37
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	37
Iterative neural networks for improving memory capacity	37
Restarted multiple kernel algorithms with self-guiding for large-scale multi-view clustering	37
Credit assignment with predictive contribution measurement in multi-agent reinforcement learning	37
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	37
Generation, division and training: A promising method for source-free unsupervised domain adaptation	37
INN/ENNS/JNNS - Membership Applic. Form	37
Enhancing multiview synergy: Robust learning by exploiting the wave loss function with consensus and complementarity principles	37
Efficient learning rate adaptation based on hierarchical optimization approach	37
Editorial Board	37
Sparse factorization of square matrices with application to neural attention modeling	37
Communication-efficient distributed learning with Local Immediate Error Compensation	36
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	36
Neural Networks Referees in 2024	36
INN/ENNS/JNNS - Membership Applic. Form	36
Deep one-class probability learning for end-to-end image classification	36
FastTalker: A neural text-to-speech architecture with shallow and group autoregression	36
Sequential safe static and dynamic screening rule for accelerating support tensor machine	36
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	36
Dual Distillation Discriminator Networks for Domain Adaptive Few-Shot Learning	35
Internal sensory models allow for balance control using muscle spindle acceleration feedback	35
Event-centric multi-modal fusion method for dense video captioning	35
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods	35
An event-triggered collaborative neurodynamic approach to distributed global optimization	35
A Hierarchical Mixture-Of-Experts Framework for Few Labeled Node Classification	35
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	35
A new pipeline with ultimate search efficiency for neural architecture search	35
M2	34
Bifurcations of a delayed fractional-order BAM neural network via new parameter perturbations	34
Correntropy based semi-supervised concept factorization with adaptive neighbors for clustering	34
UMS2-ODNet: Un	34
DCDLN: A densely connected convolutional dynamic learning network for malaria disease diagnosis	34
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	34
Distributed adaptive robust containment control for reaction–diffusion neural networks with external disturbances under directed graphs	33
Graph Neural Network contextual embedding for Deep Learning on tabular data	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 strictly predefined-time convergent and anti-noise fractional-order zeroing neural network for solving time-variant quadratic programming in kinematic robot control	33
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	33
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	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	33
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	32
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	32
Causal Disentanglement Domain Generalization for time-series signal fault diagnosis	32
SCADA securing system using deep learning to prevent cyber infiltration	32
Contrastive learning of graphs under label noise	32
Functional loops: Monitoring functional organization of deep neural networks using algebraic topology	32
Continual learning with attentive recurrent neural networks for temporal data classification	32
Self-balancing Incremental Broad Learning System with privacy protection	32
FedMEKT: Distillation-based embedding knowledge transfer for multimodal federated learning	32
CNN-Transformer and Channel-Spatial Attention based network for hyperspectral image classification with few samples	32
A novel multivariate time series forecasting dendritic neuron model for COVID-19 pandemic transmission tendency	32
TF-BERT: Tensor-based fusion BERT for multimodal sentiment analysis	32
Online continual decoding of streaming EEG signal with a balanced and informative memory buffer	32
Unsupervised domain adaptive building semantic segmentation network by edge-enhanced contrastive learning	32
EMAT: Efficient feature fusion network for visual tracking via optimized multi-head attention	32
Combining external-latent attention for medical image segmentation	32
Attribute-guided feature fusion network with knowledge-inspired attention mechanism for multi-source remote sensing classification	31
Deep brain stimulation and lag synchronization in a memristive two-neuron network	31
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	31
Elucidating multifinal and equifinal pathways to developmental disorders by constructing real-world neurorobotic models	31
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings	31
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	31
A zeroing neural dynamics based acceleration optimization approach for optimizers in deep neural networks	31
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	31
Adaptive Diversity Induced Reweighting for long-tailed classification	31
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	31
Bio-inspired two-stage network for efficient RGB-D salient object detection	31
SCMEA: A stacked co-enhanced model for entity alignment based on multi-aspect information fusion and bidirectional contrastive learning	31
Editorial Board	30
Dual-stage feedback network for lightweight color image compression artifact reduction	30
Deep learning in random neural fields: Numerical experiments via neural tangent kernel	30
H∞	30
Revisiting the fragility of influence functions	30
INN/ENNS/JNNS - Membership Applic. Form	30
A multiscale distributed neural computing model database (NCMD) for neuromorphic architecture	30
Endpoint-aware audio-visual speech enhancement utilizing dynamic weight modulation based on SNR estimation	30
Neurodynamics-driven portfolio optimization with targeted performance criteria	30
INN/ENNS/JNNS - Membership Applic. Form	30
Editorial Board	30
Uncertainty-aware hierarchical segment-channel attention mechanism for reliable and interpretable multichannel signal classification	30
A novel density-based neural mass model for simulating neuronal network dynamics with conductance-based synapses and membrane current adaptation	30
Dynamic graph consistency and self-contrast learning for semi-supervised medical image segmentation	30
SVD-AE: An asymmetric autoencoder with SVD regularization for multivariate time series anomaly detection	29
LCFFNet: A Lightweight Cross-scale Feature Fusion Network for human pose estimation	29
Data alignment based adversarial defense benchmark for EEG-based BCIs	29
Adaptive pinning cluster synchronization of a stochastic reaction–diffusion complex network	29
Enabling deformation slack in tracking with temporally even correlation filters	29