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    <title>Surrogate-Modeling on Cognaptus</title>
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      <title>Better Fit, Worse Next Move</title>
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      <description>A Bayesian-optimization surrogate should be judged by the decisions it supports, not only by how closely it fits observations already collected.</description>
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