It seems that this paper assumes all the dimensions are flat. I believe that most current theories assume the higher dimensions are folded.
“Hereafter, we let n and m refer to the number of non-compactified space and time dimensions, or more generally to the effective spacetime dimensionality that is relevant to the low-energy physics we will be discussing later.”