Second page, second column, second paragraph:
"Common milkweed is easily propagated by both seed and rhizome cuttings. Both seedlings and cuttings will usually bloom in their second year, although cuttings will occasionally bloom during their first year."
I usually dig rhizomes and plant them. This is the easiest way to get new plants.