No-Regret Algorithms for Safe Bayesian Optimization with Monotonicity Constraints

Arpan Losalka, Jonathan Scarlett

We consider the problem of sequentially maximizing an unknown function $f$ over a set of actions of the form $(s,\mathbf{x})$, where the selected actions must satisfy a safety cons…