The fertilizers I use now are typically low in the nitrogen department and high in trace minerals, but I do use them on all of the morning glories. Heck, I'm lucky to get blooms by first frost anyway most years!
I really have to watch that my plants aren't under-fertilized.
I have some Japanese types with variegated leaves this year; some are only two feet tall now...they'd better hurry up and grow!