Adaptive Learning via Off-Model Training and Importance Sampling for Fully Non-Markovian Optimal Stochastic Control. Complete version. - Dorival Leão; Alberto Ohashi; Simone Scotti; Adolfo M. D. da Silva (CoRR, 2026)