Black-Box Assisted Regression: Phase Transitions and Minimax Optimality
arXiv:2606.25743v1 Announce Type: new Abstract: Foundation models are often used as fixed black-box predictors for downstream tasks with limited labeled data, but their predictions may be biased and u