no code implementations • 5 Jul 2023 • Keiichi Tamai, Tsuyoshi Okubo, Truong Vinh Truong Duy, Naotake Natori, Synge Todo
More specifically, we study the order-to-chaos transition in the fully-connected feedforward neural networks and the convolutional ones to show that (i) there is a well-defined transition from the ordered state to the chaotics state even for the finite networks, and (ii) difference in architecture is reflected in that of the universality class of the transition.
no code implementations • 3 Mar 2022 • Shin-ichi Ikegawa, Ryuji Saiin, Yoshihide Sawada, Naotake Natori
Biologically inspired spiking neural networks (SNNs) are widely used to realize ultralow-power energy consumption.