Neural Networks

Article	Citations
Editorial Board	465
Enhancing space–time video super-resolution via spatial–temporal feature interaction	269
Learning shared template representation with augmented feature for multi-object pose estimation	262
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	197
Graph convolutional network with tree-guided anisotropic message passing	188
DPGCL: Dual pass filtering based graph contrastive learning	171
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	162
Nonlinear feature selection for support vector quantile regression	145
Towards global neural network abstractions with locally-exact reconstruction	145
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	144
Backdoor samples detection based on perturbation discrepancy consistency in pre-trained language models	140
Editorial Board	131
Editorial Board	131
Reinforced mixture learning	123
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception	115
Aspect sentiment learning for Aspect-Level Sentiment Classification	115
INN/ENNS/JNNS - Membership Applic. Form	112
Kernelized linear principal component discriminant analysis	111
ReTri: Progressive domain bridging via representation disentanglement and triple-level consistency-driven feature alignment for unsupervised domain adaptive medical image segmentation	109
NAR Broad Learning System for dynamical systems prediction	108
MMFormer: Multi-Modality semi-Supervised vision transformer in remote sensing imagery classification	107
Temporal knowledge graphs forecasting based on explainable temporal relation tree-graph	107
Reinforcement learning with formation energy feedback for material diffusion models	105
Variational autoencoder for distributional learning via quantile function estimation	105
CURRENT EVENTS	104

Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]	102
Adams-based hierarchical features fusion network for image dehazing	98
GeoScatt-GNN: A geometric scattering transform-based graph neural network model for Ames mutagenicity prediction	96
VLExpan: A visual-enhanced LLM framework with inductive and deductive policies for entity set expansion	94
RASP: Regularization-based Amplitude Saliency Pruning	93
Metamon-GS: Enhancing representability with variance-guided densification and light encoding	92
Regression-based multisource conditional domain adaptation for policy outcome prediction	91
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation	91
Deep graph representation learning for influence maximization with accelerated inference	90
Graph-level contrastive learning with self-aware and cross-sample topology augmentation for brain disorder diagnosis using rs-fMRI	89
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	87
LMcast: A pretrained language model guided long-term memory transformer for precipitation nowcasting	86
MDSFD-Net: Alzheimer’s disease diagnosis with missing modality via disentanglement learning and feature distillation	85
A lightweight model for perceptual image compression via implicit priors	85
TRKM: Twin restricted kernel machines for classification and regression	81
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	80
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	79
Salience Interest Option: Temporal abstraction with salience interest functions	79
Event-triggered H∞	79
Discriminative representation learning via attention-enhanced contrastive learning for short text clustering	79
Radiology report generation via visual-semantic ambivalence-aware network and focal self-critical sequence training	78
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis	77
Universality of reservoir systems with recurrent neural networks	77
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	76
Dual aggregation based joint-modal similarity hashing for cross-modal retrieval	76
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	75
A DINO-based progressive semantic enhanced infrared and visible image fusion network	75
Boosting adversarial robustness via self-paced adversarial training	75
On the Kolmogorov neural networks	75
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	74
Small sphere and large margin support tensor machines for imbalanced tensor data classification	72
Regional crowd flow estimation from aerial view	72
Dual-balancing for multi-task learning	72
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	71
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	71
Finite-time and fixed-time self-triggered synchronization of stochastic memristive neural networks and applications in secure communication	71
Spatial–temporal recurrent reinforcement learning for autonomous ships	71
Explainable hybrid word representations for sentiment analysis of financial news	71
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	68
Backdoor attacks on unsupervised graph representation learning	68
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	67
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	65
Neural operators for robust output regulation of hyperbolic PDEs	64
Dynamic planning in hierarchical active inference	64
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	64
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	63
Automated tactics planning for cyber attack and defense based on large language model agents	62
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	62
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	61
Central loss guides coordinated Transformer for reliable anatomical landmark detection	61

XAI-DTBD: Explainable Dynamic Threshold-based Backdoor Detection in Graph Neural Networks	61
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	61
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	59
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	59
Recurrent stochastic configuration networks with block increments	59
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	59
Attention-based random forest and contamination model	59
Oblique and rotation double random forest	58
Learning dynamic graph representations through timespan view contrasts	58
Partial label learning: Taxonomy, analysis and outlook	57
Early stopping by correlating online indicators in neural networks	57
CURRENT EVENTS	56
Graph anomaly detection based on hybrid node representation learning	56
Deep prior embedding method for Electrical Impedance Tomography	56
Model-free reinforcement learning control with zero-min barrier functions for constrained systems	55
Robust open intent classification in many-shot and few-shot scenarios	54
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	54
Data-free knowledge distillation via text-noise fusion and dynamic adversarial temperature	53
A semi-looped functional for sampled-data synchronization of delayed neural networks considering communication delay	53
Joint noise detection and L	53
Towards understanding theoretical advantages of complex-reaction networks	52
INN/ENNS/JNNS - Membership Applic. Form	52
A framework for controllable Pareto front learning with completed scalarization functions and its applications	52
Multiple-input and multiple-output encoders with DNA-based winner-take-all neural Networks	52
Enhancing out-of-distribution detection with bilateral distribution score	51
Brain-inspired chaotic backpropagation for MLP	51
Self-guided disentangled representation learning for single image dehazing	51
Self-adaptive label discovery and multi-view fusion for complementary label learning	51
Towards a unified framework for graph-based multi-view clustering	50
Adversarial contrastive with leveraging negative knowledge for point of interest sequence learning	50
CosELU: An improved activation deep neural network for EEG signal recognition in stroke patients	50
Exploring cognitive workload recognition using CogRepLKNet with EEG-fMRI	50
Simultaneous neural network approximation for smooth functions	50
CoCoFR: Collaborative codebooks learning with soft matching strategy for blind face restoration	50
A novel movie scene detection method based on clue relationship and constrained shot description	50
MT-IDS: A multi-task information decoupling strategy for identifying lymph node metastasis in the mediastinal region	50
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	50
Tailoring knowledge for empowered cooperative actions in multi-agent reinforcement learning	50
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	49
Predictive coding with spiking neural networks: A survey	49
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	49
Mask-Shift-Inference: A novel paradigm for domain generalization	49
Set stabilization of logical control networks: A minimum node control approach	48
Gradient flow-based iterative pruning for efficient and high-quality lightweight diffusion models	48
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	48
A novel two-layer fuzzy neural network for solving inequality-constrained	48
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	48
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	48
ComCo: Complementary supervised contrastive learning for complementary label learning	47
MOAL: Multi-view Out-of-distribution Awareness Learning	47
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	47
G2BFNN: Genera	47
Offline-to-online reinforcement learning with efficient unconstrained fine-tuning	47
Current Events	46
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	46
Editorial Board	46
Editorial Board	46
SREGS: Sparse-view Gaussian radiance fields with geometric regularization and region exploration	46
Current Events	46
INN/ENNS/JNNS - Membership Applic. Form	46
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	46
A general framework for robust stability analysis of neural networks with discrete time delays	45
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	45
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
Effects of impulse on prescribed-time synchronization of switching complex networks	45
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	45
Cosine convolutional neural network and its application for seizure detection	45
A systematic literature review of spatio-temporal graph neural network models for time series forecasting and classification	45
MSB-VQA: Overcoming multiple source biases for robust visual question answering	45
Frequency Self-Adaptation Graph Neural Network for Unsupervised Graph Anomaly Detection	45
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	44
Long-range zero-shot generative deep network quantization	44
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	44
Unified analysis of stability and dissipativity for inertial memristive multidimensional-valued neural networks with time-varying delays via non-reduced order method	44
High-order diversity feature learning for pedestrian attribute recognition	44
Medical image segmentation network based on multi-scale frequency domain filter	44
Data-driven optimal tracking control for nonlinear systems with performance constraints via adaptive dynamic programming	44
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	44
Quantization-aware training for low precision photonic neural networks	44

Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	44
Pre- to post-contrast medical image synthesis with outline-guide accelerate diffusion model	43
Representation-driven sampling and adaptive policy resetting for improving multi-Agent reinforcement learning	43
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	43
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	43
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	43
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	43
SSR1M: A stochastic SR1 method with momentum acceleration for non-Convex optimization	42
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	42
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	42
Weakly supervised multi-modal imitation learning from incompletely labeled demonstrations	42
Causality guided co-attention network for visual question answering	42
Batch self-organizing memory neural network for continual supervised learning	42
MINIGE-MNER: A multi-stage interaction network inspired by gene editing for multimodal named entity recognition	42
Robust self-organizing fuzzy neural network with data immunity evaluation for industrial process modeling	42
M3T-CKD: A multi-modal multi-teacher contrastive knowledge distillation framework for survival prediction of patients with carotid atherosclerosis	41
Information theory-guided heuristic progressive multi-view coding	41
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	41
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	40
Continual learning with Bayesian compression for shared and private latent representations	40
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	40
Structure regularized consensus dynamic anchor graph learning for incomplete multi-view clustering	40
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	40
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	40
Heterophilous distribution propagation for Graph Neural Networks	40
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	40
Modeling limit order trading with a continuous action policy for deep reinforcement learning	40
Distributional generative adversarial imitation learning with reproducing kernel generalization	40
BDM-YOLOv8n: A high-performance model for accurate fire detection in aerial imagery	39
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	39
Energy controls wave propagation in a neural network with spatial stimuli	39
When Task Performance Deceives: Task-Geometry Decoupling in Learnable-Curvature Hyperbolic GNNs	39
Bat algorithm based control to decrease the control energy consumption and modified bat algorithm based control to increase the trajectory tracking accuracy in robots	39
FedEBM: Robust Graph Federated Learning via Energy-Based Model	39
A survey on few-shot class-incremental learning	38
Progressive discretization for generative retrieval: A self-supervised approach to high-quality DocID generation	38
INN/ENNS/JNNS - Membership Applic. Form	38
DPC: Dynamic Purification Chain for Adaptive Adversarial Defense	38
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	38
INN/ENNS/JNNS - Membership Applic. Form	38
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	38
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	38
Editorial Board	38
Refining visual token sequence for efficient image captioning	38
LUFormer : A luminance-informed localized transformer with frequency augmentation for nighttime flare removal	38
A selection perturbative hyper-heuristic for neural architecture search	37
ProMask: Probability mask representation for skeleton detection	37
Privacy-preserving personalized federated prompt learning for vision-language models	37
M2	37
Informative pairs mining based adaptive metric learning for adversarial domain adaptation	37
LGLNN: Label Guided Graph Learning-Neural Network for few-shot learning	37
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	36
GuidedDE: Targeted black-box adversarial attacks via confidence-guided mutation on automatic speech recognition systems	36
Few-shot object detection via semantic prompts and classifier decoupling	36
Lifelong person re-identification via dynamically knowledge adaptation and retention	36
A cause fusion framework with information bottleneck for conversational causal emotion entailment	36
Communication-efficient distributed learning with Local Immediate Error Compensation	36
A unified framework for EEG seizure detection using universum-integrated generalized eigenvalues proximal support vector machine	36
TFRS: A task-level feature rectification and separation method for few-shot video action recognition	36
The answer lies within: Detecting Trojans from DNNs’ inherent characteristics	36
Iterative neural networks for improving memory capacity	35
Efficient learning rate adaptation based on hierarchical optimization approach	35
Deep one-class probability learning for end-to-end image classification	35
Internal sensory models allow for balance control using muscle spindle acceleration feedback	35
G-NeuroDAVIS: A generative model for data visualization through a generalized embedding	35
Corrigendum to “Functional Connectivity Learning via Siamese-based SPD Matrix Representation of Brain Imaging Data” [Neural Networks 163 (2023) 272–285]	35
Neural Networks Referees in 2024	35
DSA-Diff: Dynamic schedule alignment for training-Inference consistent modality translation in x-prediction diffusion model	35
SimTA++: Simple attention neural network for clinical asynchronous time series	35
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	35
INN/ENNS/JNNS - Membership Applic. Form	35
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	35
Dynamic comprehensive difficulty knowledge cells based on KAN network and stable learning for knowledge tracing	34
fastiSSM: Fast inference of state space model with online model approximation in frequency-domain	34
UVENet: A novel end-to-end model for temporal consistency in underwater video enhancement	34
Graph Neural Network contextual embedding for Deep Learning on tabular data	34
UMS2-ODNet: Un	34
LCMF-Net: A lightweight collaborative multimodal fusion network for brain tumor segmentation	34
Dilated memory in hierarchical reinforcement learning for long-horizontal task	34
GNNRL-smoothing: A prior-free reinforcement learning model for mesh optimization	34
Dynamic graph transformation with multi-task learning for enhanced spatio-temporal traffic prediction	34
A smoothing approximation-based adaptive neurodynamic approach for nonsmooth resource allocation problem	34
Align then clip: Refining graph for face clustering	34
Temporal multi-modal knowledge graph generation for link prediction	34
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	34
Fixed/prescribed-time synchronization of state-dependent switching neural networks with stochastic disturbance and impulsive effects	34
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	34
EMAT: Efficient feature fusion network for visual tracking via optimized multi-head attention	33
Stability and passivity analysis of delayed neural networks via an improved matrix-valued polynomial inequality	33
Neuroadaptive fixed-time fault-tolerant containment control of high-order MIMO Nonlinear multi-agent systems in affine strict-feedback form	33
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	33
Online continual decoding of streaming EEG signal with a balanced and informative memory buffer	33
Sparse factorization of square matrices with application to neural attention modeling	33
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	33
Sequential safe static and dynamic screening rule for accelerating support tensor machine	33