Superconducting optoelectronic loop neurons are a class of circuits potentially conducive to networks for large-scale artificial cognition. These employ superconducting components including single-photon detectors, Josephson junctions, and transformers achieve neuromorphic functions. To date, all simulations have used first-principles circuit analysis model the behavior synapses, dendrites, neu...