The Phase Is the Gradient: Equilibrium Propagation for Frequency Learning in Kuramoto Networks
arXiv:2604.10272v1 Announce Type: new
Abstract: We prove that in a coupled Kuramoto oscillator network at stable equilibrium, the physical phase displacement under weak output nudging is the gradient of the loss with respect to natural frequencies, wi…