I believe that the curse of dimensionility doesn't apply here as we are optimizing the "universal apppriximator" of the "surface" of the possible real world function.
As it relates to this: https://en.wikipedia.org/wiki/Neural_tangent_kernel
To me, this is JFM. Not sure if I'm connecting the dots right either. I just don't know of anything else claiming to solve the curse.