We consider infinite-horizon variational problems on several spaces of curv
es. We establish relations between these problems and the properties of the
ir solutions. Notably, we exhibit situations where optimality in a given sp
ace of curves implies optimality in a bigger space of curves, We work with
a domain of definition of the Lagrangian which has a very general form and
we provide assumptions to ensure a satisfactory theory of the necessary con
ditions of optimality. We apply these results to actualized Lagrangians.