[HTML][HTML] Characterization of the neuronal and network dynamics of liquid state machines

J Woo, SH Kim, H Kim, K Han - Physica A: Statistical Mechanics and Its …, 2024 - Elsevier
Reservoir computing (RC) is a relatively new machine-learning framework that uses an
abstract neural network model, called reservoir. The reservoir forms a complex system with …

Neural information processing and computations of two-input synapses

SH Kim, J Woo, K Choi, MY Choi, K Han - Neural Computation, 2022 - direct.mit.edu
Abstract Information processing in artificial neural networks is largely dependent on the
nature of neuron models. While commonly used models are designed for linear integration …

Polymer physics-based classification of neurons

K Choi, WK Kim, C Hyeon - Neuroinformatics, 2023 - Springer
Recognizing that diverse morphologies of neurons are reminiscent of structures of branched
polymers, we put forward a principled and systematic way of classifying neurons that …