Tag: acquisition

A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization arXiv:2501.18756v1 Announce Type: new Abstract: Bayesian optimization is a widely used method for optimizing expensive black-box functions, with Expected Improvement being one of the most commonly used acquisition functions. In contrast, information-theoretic acquisition functions aim to reduce uncertainty about the function’s optimum and…