Towards Sharp Minimax Risk Bounds for Operator Learning

Ben Adcock, Gregor Maier, Rahul Parhi

We develop a minimax theory for operator learning, where the goal is to estimate an unknown operator between separable Hilbert spaces from finitely many noisy input-output samples.…