It is quite hard to even get accepted to a foreign undergrad program out of high school. Grad school is a bit easier but it's still difficult and traditionally there is just enormous amounts of money in the US academic system so going abroad really needs to be something you prioritize. Also many US grad students don't pay tuition for PhD track programs. You get an assistantship with a stipend.