We study the last passage time and its asymptotic distribution for minimum
contrast estimators defined through the minimization of a convex criterion
function based on U-functionals. This includes cases of non-smooth estimato
rs for vector valued parameters. We also derive a Bahadur-type representati
on and the law of iterated logarithms for such estimators.