A very weak soluble fertilizer would be my first try. Mix at about 1/4 the strength of what it says on the package. Water with that once a week and watch for any sign of burning along the edges of the leaves. As they get bigger, you could increase the strength of the fert solution gradually until fall when they will stop growing, I would think.
Do you have them planted outside in the ground yet, or still in pots?