A Function-Space Stability Boundary for Generalization in Interpolating Learning Systems
A contractive propagation condition and a stability certificate obtained by unrolling the resulting recursion are proposed and it is proved that there exist interpolating regimes with small risk where such contractive sensitivity cannot hold, showing that stability is not a universal explanation.