Critical oscillator networks for reservoir computing applications

Dr. Petro Feketa
Victoria University of Wellington, NZ

In this talk, we will discuss two case studies of oscillator networks: the spin-torque nano oscillators and FitzHugh-Nagumo oscillators ensembles, both within the framework of reservoir computing. We will show the in-depth relationships between the criticality of these networks and their performance in classification tasks. Furthermore, we will demonstrate how criticality contributes to the robustness of classification accuracy with respect to the readout layer shrinkage. Additionally, we will explore the macroscopic properties of the interconnection topology and their implications for criticality and the reservoir computing setup.

CRC 1461: Neurotronics
Colloquium: 12-February-2024_28, Monday, 2:00 pm to 3:00 pm (CET)

HYBRID! The colloquium will be held at the seminar room F-SRIII (Building F) at the Faculty of Engineering (CAU Kiel), Kaiserstr. 2, 24143 Kiel

Link to the zoom meeting

Invited by Hermann Kohlstedt,
Kiel University, Chair of Nanoelectronics

Download the announcement here.