On Generalizing Preference-based Reinforcement Learning to Multi-Objective Problems

Simone Drago, Marco Mussi, Leonardo Bianconi +1

We study reinforcement learning (RL) from pairwise human-generated trajectory comparisons. We generalize preference-based RL by formalizing a novel setting in which the expert can…