336 citations · 1.7k across the 63 of their papers we have counts for
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2025
A Solvable Molecular Switch Model for Stable Temporal Information Processing
H. I. Nurdin, C. A. Nijhuis
This paper studies an input-driven one-state differential equation model initially developed for an experimentally demonstrated dynamic molecular switch that switches like synapses…
cs.LG2024★ 10 cited
Stochastic Reservoir Computers
Peter J. Ehlers, Hendra I. Nurdin, Daniel Soh
Reservoir computing is a form of machine learning that utilizes nonlinear dynamical systems to perform complex tasks in a cost-effective manner when compared to typical neural netw…
cs.LG2023★ 10 cited
Improving the Performance of Echo State Networks Through State Feedback
Peter J. Ehlers, Hendra I. Nurdin, Daniel Soh
Reservoir computing, using nonlinear dynamical systems, offers a cost-effective alternative to neural networks for complex tasks involving processing of sequential data, time serie…