Paulo M.M. Rocha

The Infinite Model

2026 · Zenodo (CERN European Organization for Nuclear Research)

Overparameterized neural networks exhibit a persistent simplicity bias: among the many functions that interpolate the data, the induced function law preferentially selects simpler solutions. We give a unified theory of this bias by identifying the …