In short: yes.
in detail: the rubber expands but the mass of the rubber itself will not change since you can’t create mass from nothing. It’ll get heavier the more booster you put on it, that’s where the added mass comes from.
You can measure this by measuring the naked (perfectly cut!) rubber...