Several acquisition functions are available for use in Atlas, including the upper and lower confidence bound, expected improvement, probability of improvement, variance-based sampling, and greedy sampling. Our library also features several specialty acquisition functions for more advanced BO concepts, including general parameter optimization (Section III E), multi-fidelity optimization (Section III F), and meta-learning enhanced optimization (Section III G).