Inverse Problems and Deep Priors

Why reconstructing a hidden signal from indirect, noisy measurements is structurally hard: Hadamard's conditions, the forward operator and its condition number, why direct inversion amplifies noise, and how learned priors and physics constraints change what is achievable.