This Too Shall Pass: Removing Stale Observations in Dynamic Bayesian Optimization

Anthony Bardou, Patrick Thiran, Giovanni Ranieri

Bayesian Optimization (BO) has proven to be very successful at optimizing a static, noisy, costly-to-evaluate black-box function $f:\mathcal{S}\to \mathbb{R}$. However, optimizi…