  We present recent advances in the analysis of constrained optimization
problems with constraints given by singular mappings obtained within the
framework of the $p$-regularity theory developed over the last twenty years. In
particular, we address the problem of description of the tangent cone to the
solution set of the optimality conditions and solution methods for optimization
problems.
