Amortized Active Generation of Pareto Sets

Daniel M. Steinberg, Asiri Wijesinghe, Rafael Oliveira +3

We introduce active generation of Pareto sets (A-GPS), a new framework for online discrete black-box multi-objective optimization (MOO). A-GPS learns a generative model of the Pare…