Neural Networks

Papers
(The H4-Index of Neural Networks is 62. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-12-01 to 2025-12-01.)
ArticleCitations
Editorial Board365
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals340
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]323
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation236
NN/ENNS/JNNS - Membership Applic. Form216
Towards global neural network abstractions with locally-exact reconstruction190
Editorial Board179
Editorial Board154
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG140
Event-triggered H135
Reinforced mixture learning127
Deep semi-supervised learning via dynamic anchor graph embedding in latent space126
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism126
Aspect sentiment learning for Aspect-Level Sentiment Classification124
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception122
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective118
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics113
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule110
Enhancing space–time video super-resolution via spatial–temporal feature interaction110
Learning shared template representation with augmented feature for multi-object pose estimation105
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation103
Dynamic planning in hierarchical active inference101
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation101
Nonlinear feature selection for support vector quantile regression97
Attention-based random forest and contamination model94
INN/ENNS/JNNS - Membership Applic. Form91
Graph anomaly detection based on hybrid node representation learning91
CURRENT EVENTS90
Central loss guides coordinated Transformer for reliable anatomical landmark detection89
Backdoor attacks on unsupervised graph representation learning88
Flexibly regularized mixture models and application to image segmentation87
RASP: Regularization-based Amplitude Saliency Pruning86
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings85
Salience Interest Option: Temporal abstraction with salience interest functions84
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks84
Graph convolutional network with tree-guided anisotropic message passing83
DPGCL: Dual pass filtering based graph contrastive learning82
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation80
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach80
Partial label learning: Taxonomy, analysis and outlook80
Deep prior embedding method for Electrical Impedance Tomography78
Automated tactics planning for cyber attack and defense based on large language model agents78
Variational autoencoder for distributional learning via quantile function estimation77
Oblique and rotation double random forest77
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis75
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks75
Regional crowd flow estimation from aerial view75
Adams-based hierarchical features fusion network for image dehazing74
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment73
Deep graph representation learning for influence maximization with accelerated inference73
Sign potential-driven multiplicative optimization for robust deep reinforcement learning70
Explainable hybrid word representations for sentiment analysis of financial news70
SNR: Symbolic network-based rectifiable learning framework for symbolic regression70
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks67
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor66
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction66
Spatial–temporal recurrent reinforcement learning for autonomous ships66
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition66
Neural operators for robust output regulation of hyperbolic PDEs65
Graph-level Contrastive Learning with Self-aware and Cross-sample Topology Augmentation for Brain Disorder Diagnosis using rs-fMRI64
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision63
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control63
Boosting adversarial robustness via self-paced adversarial training62
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild62
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