Before revision:  We deriveprimitive conditions that imply consistency and asymptotic linear representation for regularized estimators, allowing for slower than \sqrt{n .
After revision:  Within this framework, we derive, under primitive conditions, consistency and a generalization of the asymptotic linearity property .