Yes. But you just skirt around the south side...which is French.
From memory, if you hire a car at Geneva airport, you need to be careful to take it back to the right part..there is a French and a Swiss side! (Though it is iin Switzerland..odd)
The A40. Doesnt go into Geneva. Close enough though.