In short, yes! The fridge sucks all the moisture out of the cakes and will cause them to dry out really quickly. Buttercream frosted cupcakes will keep at room temperature in an airtight container for a couple of days. If the weather is hot you can place them in the fridge, but be sure to let the cake return to room temperature before eating.