stochastic approximation schemes and inexact Newton methods. Building on these results, we put forward a new optimization scheme … of the GINM. The results apply to both deterministic and stochastic approximation schemes, and are particular effective … in the case in which the objective function to be optimized is highly irregular and/or the stochastic equicontinuity …