Weiye Wang

Relation-Augmented Dueling Bayesian Optimization via Preference Propagation

In black-box optimization, when directly evaluating the function values of solutions is very costly or infeasible, access to the objective function is often limited to comparing pairs of solutions, which yields dueling black-box optimization. Dueling optimization is solely based on pairwise preferen