Accelerating Multi-Objective Bayesian Optimisation via Predictive-Gradient Catalysts

Alma Rahat, Tinkle Chugh, Jonathan Fieldsend +1

This paper presents a general acceleration mechanism for multi-objective Bayesian optimisation (MOBO) that leverages Gaussian process predictive gradients as auxiliary signals. Rat…