SequentialBayesianExperimentalDesignwith VariableCostStructure

While theoretically appealing, MIevaluation poses asignificant computational burden for most real world applications. As a result, many algorithms utilize MI bounds as proxies that lack regret-style guarantees. Here, we utilize two-sided bounds to provide such guarantees.