Efficient Robust Bayesian Optimization for Arbitrary Uncertain inputs

Neural Information Processing Systems 

In some challenging BO tasks, input uncertainty arises due to the inevitable randomness in the optimization process, such as machining errors, execution noise, or contextual variability.