Simplifying Bayesian Optimization Via In-Context Direct Optimum Sampling. - Gustavo Sutter Pessurno de Carvalho; Mohammed Abdulrahman; Hao Wang; Sriram Ganapathi Subramanian; Marc St-Aubin; Sharon O'Sullivan; Lawrence Wan; Luis A. Ricardez-Sandoval; Pascal Poupart; Agustinus Kristiadi (CoRR, 2025)