no code implementations • 19 Mar 2024 • Christian Fiedler, Johanna Menn, Lukas Kreisköther, Sebastian Trimpe
To overcome this challenge, we introduce the Lipschitz-only Safe Bayesian Optimization (LoSBO) algorithm, which guarantees safety without an assumption on the RKHS bound, and empirically show that this algorithm is not only safe, but also exhibits superior performance compared to the state-of-the-art on several function classes.