A cost-aware value-of-information acquisition function is derived to balance direct observations against noisy pairwise human comparisons in Bayesian optimization, approaching the convex hull of the individual information sources' performance trajectories.
Projective preferential Bayesian optimization
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Elicitation-Augmented Bayesian Optimization
A cost-aware value-of-information acquisition function is derived to balance direct observations against noisy pairwise human comparisons in Bayesian optimization, approaching the convex hull of the individual information sources' performance trajectories.