Neural Networks

Papers
(The H4-Index of Neural Networks is 57. 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 2021-06-01 to 2025-06-01.)
ArticleCitations
Editorial Board351
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild269
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG267
Backdoor attacks on unsupervised graph representation learning265
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals256
Towards global neural network abstractions with locally-exact reconstruction171
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction158
Graph convolutional network with tree-guided anisotropic message passing156
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks149
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism140
Reinforced mixture learning108
A fast saddle-point dynamical system approach to robust deep learning107
Editorial Board107
Editorial Board102
NN/ENNS/JNNS - Membership Applic. Form102
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective99
Enhancing space–time video super-resolution via spatial–temporal feature interaction98
Deep semi-supervised learning via dynamic anchor graph embedding in latent space93
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation92
Learning to reweight examples in multi-label classification92
SNR: Symbolic network-based rectifiable learning framework for symbolic regression90
A CNN model embedded with local feature knowledge and its application to time-varying signal classification88
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment88
Oblique and rotation double random forest85
Nonlinear feature selection for support vector quantile regression85
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach83
CURRENT EVENTS81
Neural operators for robust output regulation of hyperbolic PDEs81
Partial label learning: Taxonomy, analysis and outlook79
Deep graph representation learning for influence maximization with accelerated inference77
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics77
Spatial–temporal recurrent reinforcement learning for autonomous ships77
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation75
Salience Interest Option: Temporal abstraction with salience interest functions74
Learning dynamic graph representations through timespan view contrasts73
DPGCL: Dual pass filtering based graph contrastive learning72
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings71
DMPP: Differentiable multi-pruner and predictor for neural network pruning70
H69
Learning shared template representation with augmented feature for multi-object pose estimation69
Graph anomaly detection based on hybrid node representation learning69
On the Kolmogorov neural networks67
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule67
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor66
Adams-based hierarchical features fusion network for image dehazing66
UTRAD: Anomaly detection and localization with U-Transformer66
Boosting adversarial robustness via self-paced adversarial training65
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks63
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data63
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control62
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal62
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision61
Early stopping by correlating online indicators in neural networks61
Event-triggered H61
RASP: Regularization-based Amplitude Saliency Pruning60
Explainable hybrid word representations for sentiment analysis of financial news59
Attention-based random forest and contamination model58
Dynamic planning in hierarchical active inference57
Flexibly regularized mixture models and application to image segmentation57
A survey on modern trainable activation functions57
Diversity-driven knowledge distillation for financial trading using Deep Reinforcement Learning57
CURRENT EVENTS57
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