Neural Networks

Papers
(The H4-Index of Neural Networks is 56. 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 2021-04-01 to 2025-04-01.)
ArticleCitations
CURRENT EVENTS333
Stabilizing sequence learning in stochastic spiking networks with GABA-Modulated STDP249
Chaotic recurrent neural networks for brain modelling: A review248
CS-QCFS: Bridging the performance gap in ultra-low latency spiking neural networks246
Analysis of medical images super-resolution via a wavelet pyramid recursive neural network constrained by wavelet energy entropy232
Progressive Neighbor-masked Contrastive Learning for Fusion-style Deep Multi-view Clustering212
Event-triggered hybrid impulsive control for synchronization of fractional-order multilayer signed networks under cyber attacks147
Leveraging hierarchy in multimodal generative models for effective cross-modality inference145
Exploring phase–amplitude coupling from primary motor cortex-basal ganglia–thalamus network model137
Disturbance rejection for multi-weighted complex dynamical networks with actuator saturation and deception attacks via hybrid-triggered mechanism137
Fading memory echo state networks are universal133
Editorial Board129
CURRENT EVENTS106
Neural network-based dynamic target enclosing control for uncertain nonlinear multi-agent systems over signed networks105
Promises and perils of using Transformer-based models for SE research99
Explicitly diverse visual question generation96
Adaptive discrete-time neural prescribed performance control: A safe control approach93
vEpiNet: A multimodal interictal epileptiform discharge detection method based on video and electroencephalogram data90
Rethinking the optimization objective for transferable adversarial examples from a fuzzy perspective90
Announcement of the Neural Networks Best Paper Award87
An explainable artificial intelligence approach to spatial navigation based on hippocampal circuitry87
H85
A surge of submissions83
Noncompact uniform universal approximation81
Efficient spiking neural network design via neural architecture search81
Performance estimation for the memristor-based computing-in-memory implementation of extremely factorized network for real-time and low-power semantic segmentation78
Editorial Board78
NN/ENNS/JNNS - Membership Applic. Form77
Leveraging joint incremental learning objective with data ensemble for class incremental learning77
Rapid learning of spatial representations for goal-directed navigation based on a novel model of hippocampal place fields77
Editorial Board75
INN/ENNS/JNNS - Membership Applic. Form72
List of Editorial Board Members72
SepNet: A neural network for directionally correlated data71
Editorial Board70
List of Editorial Board Members67
Editorial Board67
Editorial Board66
Nostradamus: A novel event propagation prediction approach with spatio-temporal characteristics in non-Euclidean space66
Learning to recognize while learning to speak: Self-supervision and developing a speaking motor65
Approximation of classifiers by deep perceptron networks65
INN/ENNS/JNNS - Membership Applic. Form65
All by Myself: Learning individualized competitive behavior with a contrastive reinforcement learning optimization64
Blockwise compression of transformer-based models without retraining64
Current Events64
INN/ENNS/JNNS - Membership Applic. Form62
An interaction-modeling mechanism for context-dependent Text-to-SQL translation based on heterogeneous graph aggregation61
An efficient encoder–decoder model for portrait depth estimation from single images trained on pixel-accurate synthetic data61
Mitigate forgetting in few-shot class-incremental learning using different image views60
INN/ENNS/JNNS - Membership Applic. Form60
Value iteration for streaming data on a continuous space with gradient method in an RKHS60
Spatial information transfer in hippocampal place cells depends on trial-to-trial variability, symmetry of place-field firing, and biophysical heterogeneities60
Current Events60
Measuring multivariate phase synchronization with symbolization and permutation59
Quantized minimum error entropy with fiducial points for robust regression58
Reward prediction-errors weighted by cue salience produces addictive behaviours in simulations, with asymmetrical learning and steeper delay discounting57
Three approaches to facilitate invariant neurons and generalization to out-of-distribution orientations and illuminations56
Editorial Board56
RegraphGAN: A graph generative adversarial network model for dynamic network anomaly detection56
Continual pre-training mitigates forgetting in language and vision56
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