A comparison of direct and model-based reinforcement learning
Christopher G. Atkeson, J.C. Santamaría · 2002
This paper compares direct reinforcement learning (no explicit model) and model-based reinforcement learning on a simple task: pendulum swing up. We find that in this task model-based approaches support reinforcement learning from smaller amounts of training data and efficient handling of changing goals.