2026
Adaptive Acquisition Selection for Bayesian Optimization with Large Language Models
ICLR 2026poster
Bayesian Optimization critically depends on the choice of acquisition function, but no single strategy is universally optimal; the best choice is non-stationary and problem-dependent. Existing adaptive portfolio methods often base their decisions on past function values while ignoring richer inform…