Mmm no, they shouldn't. Although personally, I'm more in favor of removing the exp portion from group activity if it becomes a rampant problem, and increasing solo exp rewards dramatically. If you can make it through most/all PotD solo, especially if you're new or ignorant of how to play, I'd say you should be rewarded well for it lol.