Not attending will ruin their shot at a door prize.
DPRK is waiting for Democrat President/Revolutionary Kerry. If that happens, the negotiations will change dramatically and in NK's favor. As long as Kim thinks Bush might lose, he won't have any reason to negotiate with him now.