No, normally, after you've set a name and saved them, you should be able to find them in the missile research department, whatever that is named again.
I can't remember ever having that problem.
They simply don't appear?
Did you try using SM functions (giving all racial tech) to see if the designs are actually there, or if they really don't exist?