Ashley Juan Llorens

Distributional Pareto-Optimal Multi-Objective Reinforcement Learning

Multi-objective reinforcement learning (MORL) has been proposed to learn control policies over multiple competing objectives with each possible preference over returns. However, current MORL algorithms fail to account for distributional preferences over the multi-variate returns, which are particula…