[rsfern]

I don’t think so? the double descent phenomenon also occurs in linear models under the right conditions. My understanding of this is that when the effective model capacity is exactly equal to the information in the dataset, there is only one solution that interpolates the training data perfectly, but when the capacity increases far beyond this there are many such interpolating solutions. Apply enough regularization and you are likely to find an interpolating solution that generalizes well