 We propose the first problem-adaptive and interpretable criterion to early stop BO, reducing overfitting while mitigating the cost of cross-validation.
<clarity>  We propose the first problem-adaptive and interpretable criterion to early stop BO, reducing overfitting while mitigating the cost of cross-validation.
 We propose a novel criterion to early stop BO, reducing overfitting while mitigating the cost of cross-validation.