Ruohong Liu

Efficient Discovery of Pareto Front for Multi-Objective Reinforcement Learning

Multi-objective reinforcement learning (MORL) excels at handling rapidly changing preferences in tasks that involve multiple criteria, even for unseen preferences. However, previous dominating MORL methods typically generate a fixed policy set or preference-conditioned policy through multiple traini…