Why Learning Rediscovers the Closed-Form Diagonal Regularizer

Jeahn Han, Pyojin Kim

We identify a diagonal saturation principle in modal inverse problems: when truncation noise is isotropic, the Bayes-optimal Tikhonov shape is a closed-form power law Gamma_k propo…