Achieving Robustness to Aleatoric Uncertainty with Heteroscedastic Bayesian Optimisation

Ryan-Rhys Griffiths, Alexander A. Aldrick, Miguel Garcia-Ortegon +2

Bayesian optimisation is a sample-efficient search methodology that holds great promise for accelerating drug and materials discovery programs. A frequently-overlooked modelling co…