Why not just say Our love is here to stay. It is a verycommon expression and understood. The other one is a classroom expression.

It does mean that, but its a word very seldom used in normal English. You can use it and be correct, but you will get strange looks from an English speaking person.

Yes, if something is "here to stay", it's not going to change or go away.