A framework, acquisition function (CMES), and tree-search variant for Bayesian optimization with conditional-expectation feedback, with claimed regret bounds.
Deconditional Downscaling with Gaussian Processes
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Indirect Query Bayesian Optimization with Integrated Feedback
A framework, acquisition function (CMES), and tree-search variant for Bayesian optimization with conditional-expectation feedback, with claimed regret bounds.