The new AMD EPYC 7742 should have double the memory bandwidth (they claim they are memory bound) and 1.5x the cores for a similar list price.
But in all cases, I would not expect that a serious research can outright beat the current NNs by 10x on all dimensions. This will take some time (and may not fully happen) and this paper is certainly a great advance.