Plus, everyone who got at the beginning, and went through it, will be immune for a certain time. So these interactions have to be taken into account as well. Plus everyone being immune from the beginning. So no, no exponential function. But as the math guy said, "indistinguishable from an exponential in the beginning".

Edit: The math guy being 3Blue1Brown in his video linked elsewhere in this thread.