GIT-BO: High-Dimensional Bayesian Optimization with Tabular Foundation Models

Rosen Ting-Ying Yu, Cyril Picard, Faez Ahmed

Bayesian optimization (BO) struggles in high dimensions, where Gaussian-process surrogates demand heavy retraining and brittle assumptions, slowing progress on real engineering and…