Neural Networks

Papers
(The H4-Index of Neural Networks is 61. 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 2021-08-01 to 2025-08-01.)
ArticleCitations
Editorial Board298
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild283
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals281
Towards global neural network abstractions with locally-exact reconstruction276
Graph convolutional network with tree-guided anisotropic message passing189
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism173
Reinforced mixture learning163
Editorial Board147
NN/ENNS/JNNS - Membership Applic. Form128
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation114
Adams-based hierarchical features fusion network for image dehazing109
Editorial Board107
Central loss guides coordinated Transformer for reliable anatomical landmark detection106
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule106
Event-triggered H105
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG103
Learning to reweight examples in multi-label classification101
Uncertainty-Aware Graph Contrastive Fusion Network for multimodal physiological signal emotion recognition100
SNR: Symbolic network-based rectifiable learning framework for symbolic regression100
Deep semi-supervised learning via dynamic anchor graph embedding in latent space99
Nonlinear feature selection for support vector quantile regression96
Automated Tactics Planning for Cyber Attack and Defense Based on Large Language Model Agents95
Backdoor attacks on unsupervised graph representation learning93
Attention-based random forest and contamination model92
Spatial–temporal recurrent reinforcement learning for autonomous ships89
Graph anomaly detection based on hybrid node representation learning87
Dynamic planning in hierarchical active inference85
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective83
A CNN model embedded with local feature knowledge and its application to time-varying signal classification83
Boosting adversarial robustness via self-paced adversarial training83
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment81
CURRENT EVENTS80
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach80
Neural operators for robust output regulation of hyperbolic PDEs80
Deep graph representation learning for influence maximization with accelerated inference79
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation78
Learning dynamic graph representations through timespan view contrasts76
Salience Interest Option: Temporal abstraction with salience interest functions76
DPGCL: Dual pass filtering based graph contrastive learning74
DMPP: Differentiable multi-pruner and predictor for neural network pruning73
Learning shared template representation with augmented feature for multi-object pose estimation72
Fixed-time synchronization of proportional delay memristive complex-valued competitive neural networks71
Sign potential-driven multiplicative optimization for robust deep reinforcement learning71
Universality of reservoir systems with recurrent neural networks70
Deep prior embedding method for Electrical Impedance Tomography70
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data70
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal69
RASP: Regularization-based Amplitude Saliency Pruning68
Flexibly regularized mixture models and application to image segmentation67
Enhancing space–time video super-resolution via spatial–temporal feature interaction66
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks65
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics65
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction64
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning64
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision62
Explainable hybrid word representations for sentiment analysis of financial news62
Partial label learning: Taxonomy, analysis and outlook62
UTRAD: Anomaly detection and localization with U-Transformer62
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control62
Early stopping by correlating online indicators in neural networks61
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings61
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