High-Probability Minimax Adaptive Estimation in Besov Spaces via Online-to-Batch

Paul Liautaud, Pierre Gaillard, Olivier Wintenberger

We study nonparametric regression over Besov spaces from noisy observations under sub-exponential noise, aiming to achieve minimax-optimal guarantees on the integrated squared erro…