Neural Computation

Papers
(The H4-Index of Neural Computation is 19. 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 2020-03-01 to 2024-03-01.)
ArticleCitations
A Survey on Deep Learning for Multimodal Data Fusion245
The Remarkable Robustness of Surrogate Gradient Learning for Instilling Complex Function in Spiking Neural Networks82
Deeply Felt Affect: The Emergence of Valence in Deep Active Inference80
Active Inference: Demystified and Compared74
Sophisticated Inference62
Parametric UMAP Embeddings for Representation and Semisupervised Learning57
Shaping Dynamics With Multiple Populations in Low-Rank Recurrent Networks39
A Mean-Field Description of Bursting Dynamics in Spiking Neural Networks with Short-Term Adaptation29
Whence the Expected Free Energy?28
Large Language Models and the Reverse Turing Test28
Replay in Deep Learning: Current Approaches and Missing Biological Elements26
Classification of Autism Spectrum Disorder From EEG-Based Functional Brain Connectivity Analysis25
Model-Free Robust Optimal Feedback Mechanisms of Biological Motor Control24
Conductance-Based Adaptive Exponential Integrate-and-Fire Model23
Deep Network With Approximation Error Being Reciprocal of Width to Power of Square Root of Depth22
Artificial Neural Variability for Deep Learning: On Overfitting, Noise Memorization, and Catastrophic Forgetting21
The Effect of Class Imbalance on Precision-Recall Curves21
How to Represent Part-Whole Hierarchies in a Neural Network20
On a Scalable Entropic Breaching of the Overfitting Barrier for Small Data Problems in Machine Learning19
Predictive Processing in Cognitive Robotics: A Review19
Advancements in Algorithms and Neuromorphic Hardware for Spiking Neural Networks19
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