ZeroShotOpt: Towards Zero-Shot Pretrained Models for Efficient Black-Box Optimization

Jamison Meindl, Yunsheng Tian, Tony Cui +6

Global optimization of expensive, derivative-free black-box functions requires extreme sample efficiency. While Bayesian optimization (BO) is the current state-of-the-art, its perf…