Tian Chen

Photonic reservoir architecture search no longer requires brute-force circuit simulation: an exact polynomial bridge predicts finite-shot risk directly from task statistics to machine precision, while formally proving that standard displacement encodings can never compute nonlinear functions regardless of circuit topology.