2 papers
eess.SP2025
Graphon Signal Processing for Spiking and Biological Neural Networks
Takuma Sumi, Georgi S. Medvedev
Graph Signal Processing (GSP) extends classical signal processing to signals defined on graphs, enabling filtering, spectral analysis, and sampling of data generated by networks of…
math.DS2025
Reservoir computing with the Kuramoto model
Hayato Chiba, Koichi Taniguchi, Takuma Sumi
Reservoir computing aims to achieve high-performance and low-cost machine learning with a dynamical system as a reservoir. However, in general, there are almost no theoretical guid…