Make cupcakes as directed in Basic Cupcake How-To, using mashed bananas, buttermilk, and vanilla for wet ingredients.
Stir pecans into batter. Once cupcakes are cool, frost tops with caramel buttercream. Frosted cupcakes will keep, covered and refrigerated, for up to 2 days. Top with banana slices before serving.