Neural Networks

Papers
(The H4-Index of Neural Networks is 69. 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 2022-08-01 to 2026-08-01.)
ArticleCitations
Editorial Board493
Enhancing space–time video super-resolution via spatial–temporal feature interaction296
Learning shared template representation with augmented feature for multi-object pose estimation271
Towards global neural network abstractions with locally-exact reconstruction230
Nonlinear feature selection for support vector quantile regression200
Sign potential-driven multiplicative optimization for robust deep reinforcement learning174
Backdoor samples detection based on perturbation discrepancy consistency in pre-trained language models173
Editorial Board164
Editorial Board158
Reinforced mixture learning157
EAAR: Efficient and Accurate Action Recognition model with enhanced spatio-temporal perception147
INN/ENNS/JNNS - Membership Applic. Form138
ReTri: Progressive domain bridging via representation disentanglement and triple-level consistency-driven feature alignment for unsupervised domain adaptive medical image segmentation134
Kernelized linear principal component discriminant analysis134
NAR Broad Learning System for dynamical systems prediction128
MMFormer: Multi-Modality semi-Supervised vision transformer in remote sensing imagery classification127
Variational autoencoder for distributional learning via quantile function estimation126
Reinforcement learning with formation energy feedback for material diffusion models125
CURRENT EVENTS118
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 prediction116
VLExpan: A visual-enhanced LLM framework with inductive and deductive policies for entity set expansion115
MsDUNE: A multi-scale masked temporal fusion framework for speaker-independent lipreading via Dirichlet uncertainty estimation112
Graph-level contrastive learning with self-aware and cross-sample topology augmentation for brain disorder diagnosis using rs-fMRI110
LMcast: A pretrained language model guided long-term memory transformer for precipitation nowcasting107
Unified analysis on multistablity of fraction-order multidimensional-valued memristive neural networks106
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation106
Neural operators for robust output regulation of hyperbolic PDEs103
TRKM: Twin restricted kernel machines for classification and regression98
SNR: Symbolic network-based rectifiable learning framework for symbolic regression98
Central loss guides coordinated Transformer for reliable anatomical landmark detection98
CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis97
Dual aggregation based joint-modal similarity hashing for cross-modal retrieval96
FreqMLNet: Non-transformer network with frequency domain reconstruction and multi-scale representation for time series forecasting94
Master-slave synchronization of heterogeneous dimensional proportional delay neural networks for image encryption94
KEMoS: A knowledge-enhanced multi-modal summarizing framework for Chinese online meetings94
Regional crowd flow estimation from aerial view91
A DINO-based progressive semantic enhanced infrared and visible image fusion network91
Dual-balancing for multi-task learning89
Radiology report generation via visual-semantic ambivalence-aware network and focal self-critical sequence training87
Deep prior embedding method for Electrical Impedance Tomography86
Metamon-GS: Enhancing representability with variance-guided densification and light encoding84
Facilitating interaction between partial differential equation-based dynamics and unknown dynamics for regional wind speed prediction84
DPGCL: Dual pass filtering based graph contrastive learning84
A lightweight model for perceptual image compression via implicit priors84
Image segmentation algorithm based on the Allen-Cahn energy function83
Diffusion-Guided graph generation for multi-view semi-Supervised classification81
MTKSVCR: A novel multi-task multi-class support vector machine with safe acceleration rule80
Spatial–temporal recurrent reinforcement learning for autonomous ships80
A recurrent Hopfield network for estimating meso-scale effective connectivity in MEG80
3D face-model reconstruction from a single image: A feature aggregation approach using hierarchical transformer with weak supervision78
Multi-view graph clustering via dual attention fusion and collaborative optimization78
Aspect sentiment learning for Aspect-Level Sentiment Classification78
Dynamic planning in hierarchical active inference78
Small sphere and large margin support tensor machines for imbalanced tensor data classification77
RoMAT: Role-based multi-agent transformer for generalizable heterogeneous cooperation76
Recurrent stochastic configuration networks with block increments76
Explainable hybrid word representations for sentiment analysis of financial news75
Graph anomaly detection based on hybrid node representation learning74
ShadowGAN-Former: Reweighting self-attention based on mask for shadow removal73
Regression-based multisource conditional domain adaptation for policy outcome prediction72
Self-Supervised joint flow and depth estimation via Multi-Cue uncertainty modeling72
Boosting adversarial robustness via self-paced adversarial training71
Adams-based hierarchical features fusion network for image dehazing70
Universality of reservoir systems with recurrent neural networks70
RASP: Regularization-based Amplitude Saliency Pruning69
Oblique and rotation double random forest69
Automated tactics planning for cyber attack and defense based on large language model agents69
Bio-inspired affordance learning for 6-DoF robotic grasping: A transformer-based global feature encoding approach69
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