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.
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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.