by Carles Gelada and Jacob Buckman Many researchers believe that model-based reinforcement learning (MBRL) is more sample-efficient that model-free reinforcement learning (MFRL). However, at a fundamental level, this claim is false. A more nuanced analysis shows that it can be the case that MBRL approaches are more sample-efficient than MFRL...