In-Context Black-Box Optimization with Unreliable Feedback

Nicolas Samuel Blumer, Julien Martinelli, Samuel Kaski

Black-box optimization in science and engineering often comes with side information: experts, simulators, pretrained predictors, or heuristics can suggest which candidates look pro…