It's a matter of timescale: non-linear utility in successor features and multi-objective planning and learning

Liam P. H. Mertens, Lucas N. Alegre, Florent Delgrange +3

Time is of the essence when dealing with multiple reward signals and non-linear utility. In this paper we argue that the current main approaches in multi-objective RL (SER and ESR)…