I've tried riding hands-free a few times but haven't been very successful. Like the OP, I used to be able to do it fairly easily when I was a kid. Different bike geometries must be part of the reason like others have pointed out, though my current bike is a hybrid and probably doesn't have as aggressive a geometry as a road bike...

I do find it easier to ride hands-free while I coast.