Euclidean random matrices appear in a broad class of physical problems invo
lving disorder. The problem of determining their spectra can be mapped, usi
ng the replica method, into the study of a scalar field theory with an inte
raction of the type e(psi2). We apply the instanton method to study their s
pectral tails.