If this is anything like the current trend in marketing, they will be back. A quick initial sellout creates crazy FOMO which makes people buy instantly when its back in stock.
I would have instantly bought this if the vinyl was signed. A stand alone vinyl and signed litho isn't appealing to me. I just don't have any desire to add an Ashlee Simpson autograph to my collection by itself. Funny how that works.