Fig. 4: Co-training of optical trainable parameters and digital trainable parameters.

Simulation model of the four-layer system, built using the beam propagation method, where layers are composed of pixels having phase ϕ, defined by trainable parameters (sLn and bLn). Training of the optical layers and linear classifier is performed simultaneously using separate learning rates.