Describing speculative challenges for a new method in a paper
What about potential limitations?

I guess that you have at least some intuition or some loose arguments as to why you suspect that the things you are going to describe are indeed (possible) limitations. If not, you should not list them. If yes, add these to the section. Also you could discuss, what would be needed to overcome the limitations.