Agree on the helmet cover over, liner under. Keeps head nice and warm.

For core, I usually wear a long sleeve wool jersey, a thin fleece vest, and a windproof jacket down to about freezing. The vest keeps your core warm, but lets you dump excess heat to the extremities when you start to overheat.