2026-07-072026-07-07http://salesiana.dossiersoluciones.com/handle/123456789/151662The circular orthogonal and circular symplectic ensembles are mapped onto free, non-hermitian fermion systems. As an illustration, the two-level form factors are calculated.7 pages, LaTeXDisordered Systems and Neural NetworksFermion Mapping for Orthogonal and Symplectic Ensemblestext