Neural Networks

Article	Citations
Editorial Board	448
Editorial Board	260
Editorial Board	259
Reinforced mixture learning	187
Aspect sentiment learning for Aspect-Level Sentiment Classification	180
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception	170
Dynamic planning in hierarchical active inference	153
Variational autoencoder for distributional learning via quantile function estimation	140
Boosting adversarial robustness via self-paced adversarial training	140
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	138
Deep prior embedding method for Electrical Impedance Tomography	130
Recurrent stochastic configuration networks with block increments	130
Enhancing space–time video super-resolution via spatial–temporal feature interaction	130
Learning shared template representation with augmented feature for multi-object pose estimation	120
Backdoor samples detection based on perturbation discrepancy consistency in pre-trained language models	114
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]	111
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	109
Partial label learning: Taxonomy, analysis and outlook	107
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	106
Backdoor attacks on unsupervised graph representation learning	104
Early stopping by correlating online indicators in neural networks	104
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	103
Graph anomaly detection based on hybrid node representation learning	103
Automated tactics planning for cyber attack and defense based on large language model agents	102
Neural operators for robust output regulation of hyperbolic PDEs	101

Closed-loop Correction Reprogramming for Fine-grained Visual Prompting	98
Differential Feature Guidance and Compressed Cost Volume for Large Disparity Stereo Network	96
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	93
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	92
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	92
Oblique and rotation double random forest	90
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	88
Explainable hybrid word representations for sentiment analysis of financial news	88
Spatial–temporal recurrent reinforcement learning for autonomous ships	87
Dual-balancing for multi-task learning	87
INN/ENNS/JNNS - Membership Applic. Form	85
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	83
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	82
CURRENT EVENTS	79
Reinforcement learning with formation energy feedback for material diffusion models	79
TRKM: Twin restricted kernel machines for classification and regression	79
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	78
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	78
DPGCL: Dual pass filtering based graph contrastive learning	78
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	78
Towards global neural network abstractions with locally-exact reconstruction	75
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	75
Graph convolutional network with tree-guided anisotropic message passing	75
Nonlinear feature selection for support vector quantile regression	75
RASP: Regularization-based Amplitude Saliency Pruning	74
Metamon-GS: Enhancing representability with variance-guided densification and light encoding	73
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	72
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation	71
Learning dynamic graph representations through timespan view contrasts	71
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	71
A DINO-based progressive semantic enhanced infrared and visible image fusion network	70
Regression-based multisource conditional domain adaptation for policy outcome prediction	70
Adams-based hierarchical features fusion network for image dehazing	69
Graph-level contrastive learning with self-aware and cross-sample topology augmentation for brain disorder diagnosis using rs-fMRI	69
GeoScatt-GNN: A geometric scattering transform-based graph neural network model for Ames mutagenicity prediction	69
VLExpan: A visual-enhanced LLM framework with inductive and deductive policies for entity set expansion	68
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	67
Flexibly regularized mixture models and application to image segmentation	67
Salience Interest Option: Temporal abstraction with salience interest functions	65
Event-triggered H∞	65
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis	63
Regional crowd flow estimation from aerial view	63
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	63
Discriminative representation learning via attention-enhanced contrastive learning for short text clustering	63
On the Kolmogorov neural networks	62
Universality of reservoir systems with recurrent neural networks	62
Small sphere and large margin support tensor machines for imbalanced tensor data classification	60
Dual aggregation based joint-modal similarity hashing for cross-modal retrieval	60
MDSFD-Net: Alzheimer’s disease diagnosis with missing modality via disentanglement learning and feature distillation	59
Attention-based random forest and contamination model	59

Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	58
Finite-time and fixed-time self-triggered synchronization of stochastic memristive neural networks and applications in secure communication	58
Radiology report generation via visual-semantic ambivalence-aware network and focal self-critical sequence training	58
A lightweight model for perceptual image compression via implicit priors	58
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	58
Central loss guides coordinated Transformer for reliable anatomical landmark detection	57
LMcast: A pretrained language model guided long-term memory transformer for precipitation nowcasting	57
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	57
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	57
Deep graph representation learning for influence maximization with accelerated inference	57
Joint noise detection and L	56
CURRENT EVENTS	56
Modeling limit order trading with a continuous action policy for deep reinforcement learning	55
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	55
M3T-CKD: A multi-modal multi-teacher contrastive knowledge distillation framework for survival prediction of patients with carotid atherosclerosis	54
MSB-VQA: Overcoming multiple source biases for robust visual question answering	53
MINIGE-MNER: A multi-stage interaction network inspired by gene editing for multimodal named entity recognition	53
Model-free reinforcement learning control with zero-min barrier functions for constrained systems	52
Data-free knowledge distillation via text-noise fusion and dynamic adversarial temperature	52
Weakly supervised multi-modal imitation learning from incompletely labeled demonstrations	52
Offline-to-online reinforcement learning with efficient unconstrained fine-tuning	52
A semi-looped functional for sampled-data synchronization of delayed neural networks considering communication delay	52
Multiple-input and multiple-output encoders with DNA-based winner-take-all neural Networks	51
Frequency Self-Adaptation Graph Neural Network for Unsupervised Graph Anomaly Detection	51
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	51
A novel two-layer fuzzy neural network for solving inequality-constrained	50
INN/ENNS/JNNS - Membership Applic. Form	50
Effects of impulse on prescribed-time synchronization of switching complex networks	50
Cosine convolutional neural network and its application for seizure detection	50
Simultaneous neural network approximation for smooth functions	49
Information theory-guided heuristic progressive multi-view coding	49
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	49
Quantization-aware training for low precision photonic neural networks	49
Data-driven optimal tracking control for nonlinear systems with performance constraints via adaptive dynamic programming	48
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	48
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	48
Gradient flow-based iterative pruning for efficient and high-quality lightweight diffusion models	48
G2BFNN: Genera	48
Continual learning with Bayesian compression for shared and private latent representations	47
Editorial Board	47
Structure regularized consensus dynamic anchor graph learning for incomplete multi-view clustering	47
Editorial Board	47
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	47
Current Events	47
CosELU: An improved activation deep neural network for EEG signal recognition in stroke patients	46
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	46
MOAL: Multi-view Out-of-distribution Awareness Learning	46
INN/ENNS/JNNS - Membership Applic. Form	46
Towards understanding theoretical advantages of complex-reaction networks	46
Current Events	46
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	46
psoResNet: An improved PSO-based residual network search algorithm	45
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	45
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	45
BDM-YOLOv8n: A high-performance model for accurate fire detection in aerial imagery	45
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	45
Heterophilous distribution propagation for Graph Neural Networks	45
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	45
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	45
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	44
SREGS: Sparse-view Gaussian radiance fields with geometric regularization and region exploration	44
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	44
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	44
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	44
Tailoring knowledge for empowered cooperative actions in multi-agent reinforcement learning	44
Backpropagation Neural Tree	44
Spike-Hammer: An Efficient Spike-Driven Hybrid Architecture for Multi-Modal Emotion Recognition with Physiological Signals	44
Energy controls wave propagation in a neural network with spatial stimuli	44
Self-guided disentangled representation learning for single image dehazing	44
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	43
Brain-inspired chaotic backpropagation for MLP	43
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	43
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	43
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	43
Long-range zero-shot generative deep network quantization	43
Towards a unified framework for graph-based multi-view clustering	43
Self-adaptive label discovery and multi-view fusion for complementary label learning	43
A systematic literature review of spatio-temporal graph neural network models for time series forecasting and classification	42
Mask-Shift-Inference: A novel paradigm for domain generalization	42
A general framework for robust stability analysis of neural networks with discrete time delays	42

ComCo: Complementary supervised contrastive learning for complementary label learning	42
Set stabilization of logical control networks: A minimum node control approach	42
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	42
High-order diversity feature learning for pedestrian attribute recognition	42
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	42
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	42
Predictive coding with spiking neural networks: A survey	42
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	41
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	41
Robust open intent classification in many-shot and few-shot scenarios	41
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	41
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	41
Representation-driven sampling and adaptive policy resetting for improving multi-Agent reinforcement learning	41
Distributional generative adversarial imitation learning with reproducing kernel generalization	41
A framework for controllable Pareto front learning with completed scalarization functions and its applications	40
Modeling learnable electrical synapse for high precision spatio-temporal recognition	40
Unified analysis of stability and dissipativity for inertial memristive multidimensional-valued neural networks with time-varying delays via non-reduced order method	40
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	40
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	40
Causality guided co-attention network for visual question answering	40
Robust self-organizing fuzzy neural network with data immunity evaluation for industrial process modeling	40
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	40
SSR1M: A stochastic SR1 method with momentum acceleration for non-Convex optimization	40
Batch self-organizing memory neural network for continual supervised learning	40
Medical image segmentation network based on multi-scale frequency domain filter	39
Pre- to post-contrast medical image synthesis with outline-guide accelerate diffusion model	39
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	39
Possibilistic classification by support vector networks	39
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	38
Progressive discretization for generative retrieval: A self-supervised approach to high-quality DocID generation	38
INN/ENNS/JNNS - Membership Applic. Form	38
A survey on few-shot class-incremental learning	38
LUFormer : A luminance-informed localized transformer with frequency augmentation for nighttime flare removal	38
Editorial Board	38
Refining visual token sequence for efficient image captioning	38
Generation, division and training: A promising method for source-free unsupervised domain adaptation	37
ProMask: Probability mask representation for skeleton detection	37
Distributed adaptive robust containment control for reaction–diffusion neural networks with external disturbances under directed graphs	37
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	37
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	37
Sparse factorization of square matrices with application to neural attention modeling	37
INN/ENNS/JNNS - Membership Applic. Form	37
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	36
A selection perturbative hyper-heuristic for neural architecture search	36
GuidedDE: Targeted black-box adversarial attacks via confidence-guided mutation on automatic speech recognition systems	36
Communication-efficient distributed learning with Local Immediate Error Compensation	36
Privacy-preserving personalized federated prompt learning for vision-language models	36
Deep brain stimulation and lag synchronization in a memristive two-neuron network	36
FedMEKT: Distillation-based embedding knowledge transfer for multimodal federated learning	36
M2	36
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	36
Combining external-latent attention for medical image segmentation	36
A cause fusion framework with information bottleneck for conversational causal emotion entailment	35
Few-shot object detection via semantic prompts and classifier decoupling	35
Dominant preference decoupling and guided perturbed preference injection for cross-domain sequence recommendation	35
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings	35
Knowledge-distillation based personalized federated learning with distribution constraints	35
Bifurcations of a delayed fractional-order BAM neural network via new parameter perturbations	35
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	35
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	35
Efficient learning rate adaptation based on hierarchical optimization approach	34
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	34
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	34
Iterative neural networks for improving memory capacity	34
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	34
Deep one-class probability learning for end-to-end image classification	34
G-NeuroDAVIS: A generative model for data visualization through a generalized embedding	34
SimTA++: Simple attention neural network for clinical asynchronous time series	34
Neural Networks Referees in 2024	34
Internal sensory models allow for balance control using muscle spindle acceleration feedback	33
UMS2-ODNet: Un	33
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	33
Align then clip: Refining graph for face clustering	33
Temporal multi-modal knowledge graph generation for link prediction	33
LCMF-Net: A lightweight collaborative multimodal fusion network for brain tumor segmentation	33
Joint generative and alignment adversarial learning for robust incomplete multi-view clustering	33
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	33
INN/ENNS/JNNS - Membership Applic. Form	33
fastiSSM: Fast inference of state space model with online model approximation in frequency-domain	33
Fixed/prescribed-time synchronization of state-dependent switching neural networks with stochastic disturbance and impulsive effects	33
Credit assignment with predictive contribution measurement in multi-agent reinforcement learning	33
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	33
Dynamic comprehensive difficulty knowledge cells based on KAN network and stable learning for knowledge tracing	33
Self-balancing Incremental Broad Learning System with privacy protection	33
Dilated memory in hierarchical reinforcement learning for long-horizontal task	33
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	33
Sequential safe static and dynamic screening rule for accelerating support tensor machine	32
Learning in PINNs: Phase transition, diffusion equilibrium, and generalization	32
Functional loops: Monitoring functional organization of deep neural networks using algebraic topology	32
Neuroadaptive fixed-time fault-tolerant containment control of high-order MIMO Nonlinear multi-agent systems in affine strict-feedback form	32
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	32
A new pipeline with ultimate search efficiency for neural architecture search	32
Adaptive Diversity Induced Reweighting for long-tailed classification	32
A strictly predefined-time convergent and anti-noise fractional-order zeroing neural network for solving time-variant quadratic programming in kinematic robot control	32
A zeroing neural dynamics based acceleration optimization approach for optimizers in deep neural networks	32