Neural Networks

Article	Citations
Editorial Board	493
Enhancing space–time video super-resolution via spatial–temporal feature interaction	296
Learning shared template representation with augmented feature for multi-object pose estimation	271
Towards global neural network abstractions with locally-exact reconstruction	230
Nonlinear feature selection for support vector quantile regression	200
Sign potential-driven multiplicative optimization for robust deep reinforcement learning	174
Backdoor samples detection based on perturbation discrepancy consistency in pre-trained language models	173
Editorial Board	164
Editorial Board	158
Reinforced mixture learning	157
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception	147
INN/ENNS/JNNS - Membership Applic. Form	138
ReTri: Progressive domain bridging via representation disentanglement and triple-level consistency-driven feature alignment for unsupervised domain adaptive medical image segmentation	134
Kernelized linear principal component discriminant analysis	134
NAR Broad Learning System for dynamical systems prediction	128
MMFormer: Multi-Modality semi-Supervised vision transformer in remote sensing imagery classification	127
Variational autoencoder for distributional learning via quantile function estimation	126
Reinforcement learning with formation energy feedback for material diffusion models	125
CURRENT EVENTS	118
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]	117
GeoScatt-GNN: A geometric scattering transform-based graph neural network model for Ames mutagenicity prediction	116
VLExpan: A visual-enhanced LLM framework with inductive and deductive policies for entity set expansion	115
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation	112
Graph-level contrastive learning with self-aware and cross-sample topology augmentation for brain disorder diagnosis using rs-fMRI	110
LMcast: A pretrained language model guided long-term memory transformer for precipitation nowcasting	107

Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks	106
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation	106
Neural operators for robust output regulation of hyperbolic PDEs	103
Central loss guides coordinated Transformer for reliable anatomical landmark detection	98
TRKM: Twin restricted kernel machines for classification and regression	98
SNR: Symbolic network-based rectifiable learning framework for symbolic regression	98
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis	97
Dual aggregation based joint-modal similarity hashing for cross-modal retrieval	96
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings	94
FreqMLNet: Non-transformer network with frequency domain reconstruction and multi-scale representation for time series forecasting	94
Master-slave synchronization of heterogeneous dimensional proportional delay neural networks for image encryption	94
A DINO-based progressive semantic enhanced infrared and visible image fusion network	91
Regional crowd flow estimation from aerial view	91
Dual-balancing for multi-task learning	89
Radiology report generation via visual-semantic ambivalence-aware network and focal self-critical sequence training	87
Deep prior embedding method for Electrical Impedance Tomography	86
Metamon-GS: Enhancing representability with variance-guided densification and light encoding	84
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction	84
DPGCL: Dual pass filtering based graph contrastive learning	84
A lightweight model for perceptual image compression via implicit priors	84
Image segmentation algorithm based on the Allen-Cahn energy function	83
Diffusion-Guided graph generation for multi-view semi-Supervised classification	81
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule	80
Spatial–temporal recurrent reinforcement learning for autonomous ships	80
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG	80
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision	78
Multi-view graph clustering via dual attention fusion and collaborative optimization	78
Aspect sentiment learning for Aspect-Level Sentiment Classification	78
Dynamic planning in hierarchical active inference	78
Small sphere and large margin support tensor machines for imbalanced tensor data classification	77
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation	76
Recurrent stochastic configuration networks with block increments	76
Explainable hybrid word representations for sentiment analysis of financial news	75
Graph anomaly detection based on hybrid node representation learning	74
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal	73
Regression-based multisource conditional domain adaptation for policy outcome prediction	72
Self-Supervised joint flow and depth estimation via Multi-Cue uncertainty modeling	72
Boosting adversarial robustness via self-paced adversarial training	71
Adams-based hierarchical features fusion network for image dehazing	70
Universality of reservoir systems with recurrent neural networks	70
Automated tactics planning for cyber attack and defense based on large language model agents	69
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach	69
RASP: Regularization-based Amplitude Saliency Pruning	69
Oblique and rotation double random forest	69
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics	67
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals	67
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective	66
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild	66
Event-triggered H∞	65
Learning dynamic graph representations through timespan view contrasts	65

Deep graph representation learning for influence maximization with accelerated inference	63
MDSFD-Net: Alzheimer’s disease diagnosis with missing modality via disentanglement learning and feature distillation	62
Early stopping by correlating online indicators in neural networks	62
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor	62
Salience Interest Option: Temporal abstraction with salience interest functions	61
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment	61
Discriminative representation learning via attention-enhanced contrastive learning for short text clustering	60
On the Kolmogorov neural networks	60
Backdoor attacks on unsupervised graph representation learning	60
Temporal knowledge graphs forecasting based on explainable temporal relation tree-graph	60
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks	60
Attention-based random forest and contamination model	59
Finite-time and fixed-time self-triggered synchronization of stochastic memristive neural networks and applications in secure communication	59
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks	59
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation	59
Partial label learning: Taxonomy, analysis and outlook	58
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition	58
CURRENT EVENTS	57
Graph convolutional network with tree-guided anisotropic message passing	57
Model-free reinforcement learning control with zero-min barrier functions for constrained systems	57
Data-free knowledge distillation via text-noise fusion and dynamic adversarial temperature	56
Self-adaptive label discovery and multi-view fusion for complementary label learning	56
Multiple-input and multiple-output encoders with DNA-based winner-take-all neural Networks	56
INN/ENNS/JNNS - Membership Applic. Form	56
Robust open intent classification in many-shot and few-shot scenarios	56
Joint noise detection and L	56
Decomposition and transfer of individual Q-values for decision-making of multi-agent reinforcement learning with communication	55
Enhancing out-of-distribution detection with bilateral distribution score	54
Simultaneous neural network approximation for smooth functions	54
MT-IDS: A multi-task information decoupling strategy for identifying lymph node metastasis in the mediastinal region	54
A novel movie scene detection method based on clue relationship and constrained shot description	54
CoCoFR: Collaborative codebooks learning with soft matching strategy for blind face restoration	53
Predictive coding with spiking neural networks: A survey	53
Exploring cognitive workload recognition using CogRepLKNet with EEG-fMRI	53
CosELU: An improved activation deep neural network for EEG signal recognition in stroke patients	53
An unsupervised multi-view contrastive learning framework with attention-based reranking strategy for entity alignment	53
Adversarial contrastive with leveraging negative knowledge for point of interest sequence learning	53
Stagger Network: Rethinking information loss in medical image segmentation with various-sized targets	53
Editorial Board	52
Return of the normal distribution: Flexible deep continual learning with variational auto-encoders	52
Set stabilization of logical control networks: A minimum node control approach	52
MOAL: Multi-view Out-of-distribution Awareness Learning	52
A novel two-layer fuzzy neural network for solving inequality-constrained	52
ComCo: Complementary supervised contrastive learning for complementary label learning	52
Gradient flow-based iterative pruning for efficient and high-quality lightweight diffusion models	52
Current Events	51
Illumination-aware divide-and-conquer network for improperly-exposed image enhancement	50
INN/ENNS/JNNS - Membership Applic. Form	50
Unified analysis of stability and dissipativity for inertial memristive multidimensional-valued neural networks with time-varying delays via non-reduced order method	50
Editorial Board	50
Causality guided co-attention network for visual question answering	49
High-order diversity feature learning for pedestrian attribute recognition	49
Data-driven optimal tracking control for nonlinear systems with performance constraints via adaptive dynamic programming	49
Robust self-organizing fuzzy neural network with data immunity evaluation for industrial process modeling	49
Quality-diversity based semi-autonomous teleoperation using reinforcement learning	49
Batch self-organizing memory neural network for continual supervised learning	49
Mittag-Leffler stability of fractional-order quaternion-valued memristive neural networks with generalized piecewise constant argument	49
Heterophilous distribution propagation for Graph Neural Networks	48
Weakly supervised multi-modal imitation learning from incompletely labeled demonstrations	48
SSR1M: A stochastic SR1 method with momentum acceleration for non-Convex optimization	48
A general framework for robust stability analysis of neural networks with discrete time delays	48
MINIGE-MNER: A multi-stage interaction network inspired by gene editing for multimodal named entity recognition	48
Distributional generative adversarial imitation learning with reproducing kernel generalization	48
Corrigendum to “Self-Referencing agents for unsupervised reinforcement learning” [Neural Networks Volume 188, August 2025, 107448]	48
Information theory-guided heuristic progressive multi-view coding	48
Shuffling-type gradient method with bandwidth-based step sizes for finite-sum optimization	48
Cross-view motion consistent self-supervised video inter-intra contrastive for action representation understanding	47
Quantization-aware training for low precision photonic neural networks	47
Pre- to post-contrast medical image synthesis with outline-guide accelerate diffusion model	47
Energy controls wave propagation in a neural network with spatial stimuli	47
HirMTL: Hierarchical Multi-Task Learning for dense scene understanding	47
Projection-based tokenization with Pseudo feature learning for ovarian lesion segementation in ultrasound images	46
2DHeadPose: A simple and effective annotation method for the head pose in RGB images and its dataset	46
Joint weight optimization for partial domain adaptation via kernel statistical distance estimation	46
Deep learning algorithms for license plate recognition: A review	46
Federated open intent classification via granular-ball knowledge representation	46
Representation-driven sampling and adaptive policy resetting for improving multi-Agent reinforcement learning	46
BDM-YOLOv8n: A high-performance model for accurate fire detection in aerial imagery	46
A semi-looped functional for sampled-data synchronization of delayed neural networks considering communication delay	46
A framework for controllable Pareto front learning with completed scalarization functions and its applications	46

Long-range zero-shot generative deep network quantization	45
M3T-CKD: A multi-modal multi-teacher contrastive knowledge distillation framework for survival prediction of patients with carotid atherosclerosis	45
HpMiX: A Disease ceRNA biomarker prediction framework driven by graph topology-constrained Mixup and hypergraph residual enhancement	45
Inter-participant transfer learning with attention based domain adversarial training for P300 detection	45
Towards a unified framework for graph-based multi-view clustering	45
BC-PMJRS: A Brain Computing-inspired Predefined Multimodal Joint Representation Spaces for enhanced cross-modal learning	45
Sampled-based adaptive event-triggered resilient control for multiagent systems with hybrid cyber-attacks	45
CT-Net: Asymmetric compound branch Transformer for medical image segmentation	45
A dual-branch model with inter- and intra-branch contrastive loss for long-tailed recognition	45
Self-guided disentangled representation learning for single image dehazing	44
MGLNN: Semi-supervised learning via Multiple Graph Cooperative Learning Neural Networks	44
Structure regularized consensus dynamic anchor graph learning for incomplete multi-view clustering	44
Multi-scale graph harmonies: Unleashing U-Net’s potential for medical image segmentation through contrastive learning	44
Medical image segmentation network based on multi-scale frequency domain filter	44
Brain-inspired chaotic backpropagation for MLP	43
SREGS: Sparse-view Gaussian radiance fields with geometric regularization and region exploration	43
UNIMEMnet: Learning long-term motion and appearance dynamics for video prediction with a unified memory network	43
Effects of impulse on prescribed-time synchronization of switching complex networks	43
Deep Incomplete Multi-view Clustering via Multi-level Imputation and Contrastive Alignment	43
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers	43
A grid fault diagnosis framework based on adaptive integrated decomposition and cross-modal attention fusion	42
Modeling limit order trading with a continuous action policy for deep reinforcement learning	42
Tailoring knowledge for empowered cooperative actions in multi-agent reinforcement learning	42
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	42
Offline-to-online reinforcement learning with efficient unconstrained fine-tuning	42
Fixed-time synchronization of delayed memristive neural networks with impulsive effects via novel fixed-time stability theorem	42
Frequency Self-Adaptation Graph Neural Network for Unsupervised Graph Anomaly Detection	42
psoResNet: An improved PSO-based residual network search algorithm	42
Resilient event-triggering adaptive neural network control for networked systems under mixed cyber attacks	42
G2BFNN: Genera	42
An off-policy multi-agent stochastic policy gradient algorithm for cooperative continuous control	41
Cosine convolutional neural network and its application for seizure detection	41
Continual learning with Bayesian compression for shared and private latent representations	41
Exploring quantum neural networks for binary classification on MNIST dataset: A swap test approach	41
MSB-VQA: Overcoming multiple source biases for robust visual question answering	41
A robust multi-scale feature extraction framework with dual memory module for multivariate time series anomaly detection	41
Distilling Large Language Models for Code Generation via Ranking Supervision	40
PCDe: A personalized conversational debiasing framework for next POI recommendation with uncertain check-ins	40
Intra- and inter-channel deep convolutional neural network with dynamic label smoothing for multichannel biosignal analysis	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
A survey on few-shot class-incremental learning	40
Event-based optical flow on neuromorphic processor: ANN vs. SNN comparison based on activation sparsification	40
A systematic literature review of spatio-temporal graph neural network models for time series forecasting and classification	40
Mask-Shift-Inference: A novel paradigm for domain generalization	40
LUFormer : A luminance-informed localized transformer with frequency augmentation for nighttime flare removal	39
Contrastive learning of graphs under label noise	39
Graph-patchformer: Patch interaction transformer with adaptive graph learning for multivariate time series forecasting	39
Editorial Board	39
A strictly predefined-time convergent and anti-noise fractional-order zeroing neural network for solving time-variant quadratic programming in kinematic robot control	39
A unified framework for EEG seizure detection using universum-integrated generalized eigenvalues proximal support vector machine	39
CANet: ChronoAdaptive network for enhanced long-term time series forecasting under non-stationarity	39
Progressive discretization for generative retrieval: A self-supervised approach to high-quality DocID generation	39
Adaptive Diversity Induced Reweighting for long-tailed classification	39
GuidedDE: Targeted black-box adversarial attacks via confidence-guided mutation on automatic speech recognition systems	39
SCADA securing system using deep learning to prevent cyber infiltration	39
Privacy-preserving personalized federated prompt learning for vision-language models	38
A meta-learning imbalanced classification framework via boundary enhancement strategy with Bayes imbalance impact index	38
DCDLN: A densely connected convolutional dynamic learning network for malaria disease diagnosis	38
ADP-based fault-tolerant consensus control for multiagent systems with irregular state constraints	38
Event-triggered impulsive cluster synchronization of coupled reaction–diffusion neural networks and its application to image encryption	38
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation	38
UVENet: A novel end-to-end model for temporal consistency in underwater video enhancement	38
Elucidating multifinal and equifinal pathways to developmental disorders by constructing real-world neurorobotic models	37
Refining visual token sequence for efficient image captioning	37
Non-fragile output-feedback control for time-delay neural networks with persistent dwell time switching: A system mode and time scheduler dual-dependent design	37
A cause fusion framework with information bottleneck for conversational causal emotion entailment	37
Simignore: Exploring and enhancing multimodal large model complex reasoning via similarity computation	37
Disentangled representation learning for multi-view clustering via von Mises–Fisher hyperspherical embedding	37
Design of continuous-time recurrent neural networks with piecewise-linear activation function for generation of prescribed sequences of bipolar vectors	36
INN/ENNS/JNNS - Membership Applic. Form	36
Generation, division and training: A promising method for source-free unsupervised domain adaptation	36
INN/ENNS/JNNS - Membership Applic. Form	36
ProMask: Probability mask representation for skeleton detection	36
Genetic hyperparameter optimization with Modified Scalable-Neighbourhood Component Analysis for breast cancer prognostication	36
Internal sensory models allow for balance control using muscle spindle acceleration feedback	36
Knowledge-distillation based personalized federated learning with distribution constraints	36
INN/ENNS/JNNS - Membership Applic. Form	36
Meta attention for Off-Policy Actor-Critic	36
Neural Networks Referees in 2024	36
fastiSSM: Fast inference of state space model with online model approximation in frequency-domain	35
Align then clip: Refining graph for face clustering	35
GNNRL-smoothing: A prior-free reinforcement learning model for mesh optimization	35
PIPER: A logic-driven deep contrastive optimization pipeline for event temporal reasoning	35
Dynamic comprehensive difficulty knowledge cells based on KAN network and stable learning for knowledge tracing	35
Few-shot object detection via semantic prompts and classifier decoupling	35
Temporal multi-modal knowledge graph generation for link prediction	35
Dilated memory in hierarchical reinforcement learning for long-horizontal task	35
Probabilistic-sampling-based asynchronous control for semi-Markov jumping neural networks with reaction–diffusion terms	35
Learning a robust foundation model against clean-label data poisoning attacks at downstream tasks	35
Restarted multiple kernel algorithms with self-guiding for large-scale multi-view clustering	35
Communication-efficient distributed learning with Local Immediate Error Compensation	34
Lifelong person re-identification via dynamically knowledge adaptation and retention	34
Combining various training and adaptation algorithms for ensemble few-shot classification	34
DSA-Diff: Dynamic schedule alignment for training-Inference consistent modality translation in x-prediction diffusion model	34
SCMEA: A stacked co-enhanced model for entity alignment based on multi-aspect information fusion and bidirectional contrastive learning	34