OOIR: Observatory of International Research

Papers

(The H4-Index of Neural Computation is 20. 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 2020-11-01 to 2024-11-01.)

Article	Citations
The Remarkable Robustness of Surrogate Gradient Learning for Instilling Complex Function in Spiking Neural Networks	106
Deeply Felt Affect: The Emergence of Valence in Deep Active Inference	93
Active Inference: Demystified and Compared	89
Sophisticated Inference	69
Parametric UMAP Embeddings for Representation and Semisupervised Learning	67
Large Language Models and the Reverse Turing Test	55
Shaping Dynamics With Multiple Populations in Low-Rank Recurrent Networks	49
Replay in Deep Learning: Current Approaches and Missing Biological Elements	38
How to Represent Part-Whole Hierarchies in a Neural Network	32
Whence the Expected Free Energy?	32
Advancements in Algorithms and Neuromorphic Hardware for Spiking Neural Networks	31
Classification of Autism Spectrum Disorder From EEG-Based Functional Brain Connectivity Analysis	31
Conductance-Based Adaptive Exponential Integrate-and-Fire Model	28
Predictive Processing in Cognitive Robotics: A Review	27
The Effect of Class Imbalance on Precision-Recall Curves	27
Artificial Neural Variability for Deep Learning: On Overfitting, Noise Memorization, and Catastrophic Forgetting	26
Deep Network With Approximation Error Being Reciprocal of Width to Power of Square Root of Depth	24
Resonator Networks, 1: An Efficient Solution for Factoring High-Dimensional, Distributed Representations of Data Structures	24
A Normative Account of Confirmation Bias During Reinforcement Learning	21
Implicit Regularization and Momentum Algorithms in Nonlinearly Parameterized Adaptive Control and Prediction	21
Bridging M/EEG Source Imaging and Independent Component Analysis Frameworks Using Biologically Inspired Sparsity Priors	20
Predictive Coding Approximates Backprop Along Arbitrary Computation Graphs	20
Predictive Coding, Variational Autoencoders, and Biological Connections	20