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 2022-01-01 to 2026-01-01.)
ArticleCitations
Editorial Board385
Corrigendum to “Noise-resistant predefined-time convergent ZNN models for dynamic least squares and multi-agent systems” [Neural Networks 187 (2025) 107412]349
NN/ENNS/JNNS - Membership Applic. Form335
Editorial Board243
Editorial Board212
Reinforced mixture learning156
Aspect sentiment learning for Aspect-Level Sentiment Classification146
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception144
Distributed multi-timescale algorithm for nonconvex optimization problem: A control perspective137
Enhancing space–time video super-resolution via spatial–temporal feature interaction132
Learning shared template representation with augmented feature for multi-object pose estimation132
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation129
Learning dynamic graph representations through timespan view contrasts128
Efficient multi-view fusion and flexible adaptation to view missing in cardiovascular system signals120
Modeling multi-scale uncertainty with evidence integration for reliable polyp segmentation118
INN/ENNS/JNNS - Membership Applic. Form109
Central loss guides coordinated Transformer for reliable anatomical landmark detection107
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation106
Automated tactics planning for cyber attack and defense based on large language model agents103
Deep prior embedding method for Electrical Impedance Tomography101
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction99
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings96
Regional crowd flow estimation from aerial view94
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis94
Variational autoencoder for distributional learning via quantile function estimation93
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation92
Spatial–temporal recurrent reinforcement learning for autonomous ships89
DPGCL: Dual pass filtering based graph contrastive learning87
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision87
Salience Interest Option: Temporal abstraction with salience interest functions85
Fixed/Preassigned-time synchronization of quaternion-valued neural networks via pure power-law control84
Deep semi-supervised learning via dynamic anchor graph embedding in latent space84
Graph anomaly detection based on hybrid node representation learning83
GEPAF: A non-monotonic generalized activation function in neural network for improving prediction with diverse data distributions characteristics83
Partial label learning: Taxonomy, analysis and outlook83
Universality of reservoir systems with recurrent neural networks80
Sign potential-driven multiplicative optimization for robust deep reinforcement learning79
Multi-loss, feature fusion and improved top-two-voting ensemble for facial expression recognition in the wild78
Flexibly regularized mixture models and application to image segmentation77
DMPP: Differentiable multi-pruner and predictor for neural network pruning77
Prescribed performance adaptive neural event-triggered control for switched nonlinear cyber–physical systems under deception attacks77
SNR: Symbolic network-based rectifiable learning framework for symbolic regression76
Attention-based random forest and contamination model73
Predictive accuracy of CNN for cortical oscillatory activity in an acute rat model of parkinsonism73
Event-triggered H72
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG71
Adams-based hierarchical features fusion network for image dehazing70
Deep graph representation learning for influence maximization with accelerated inference68
On the Kolmogorov neural networks68
Boosting adversarial robustness via self-paced adversarial training67
Backdoor attacks on unsupervised graph representation learning67
RASP: Regularization-based Amplitude Saliency Pruning67
Recurrent stochastic configuration networks with block increments66
Backdoor samples detection based on perturbation discrepancy consistency in pre-trained language models66
Dual aggregation based joint-modal similarity hashing for cross-modal retrieval66
Achieving small-batch accuracy with large-batch scalability via Hessian-aware learning rate adjustment65
Finite-time and fixed-time self-triggered synchronization of stochastic memristive neural networks and applications in secure communication65
Oblique and rotation double random forest65
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal63
Nonlinear feature selection for support vector quantile regression63
Chaos and multi-layer attractors in asymmetric neural networks coupled with discrete fractional memristor62
CURRENT EVENTS62
Explainable hybrid word representations for sentiment analysis of financial news62
Dynamic planning in hierarchical active inference62
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