Best option? Book a cancellable backup room now and then watch for rooms to open up as the weekend comes closer. Don't forget the off-price sites (priceline, laterooms, etc.).

The hotels get their final booking numbers from the conference planners only a few days before the event, and may begin to dump unused rooms a few days out.