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Quantile-Scaled Bayesian Optimization Using Rank-Only Feedback

2025 · arXiv (Cornell University)

Bayesian Optimization (BO) is widely used for optimizing expensive black-box functions, particularly in hyperparameter tuning. However, standard BO assumes access to precise objective values, which may be unavailable, noisy, or unreliable in real-world settings where …