Answer

In simple terms, yes, aside from the issue of appearance to others. It is like boarding a ship on Sabbath eve. Outside the Land of Israel, some have the practice of boarding even on the Sabbath itself. Still, there is room to hesitate here, since the driver is doing work for you. I think there may perhaps be room to be lenient according to the basic law, but it is not proper to act that way.