Reviews: Budgeted Reinforcement Learning in Continuous State Space

Neural Information Processing Systems 

The introduction needs to mention that approaches like the latter *are* available solutions and frame the contribution of the paper rather as one of providing a "better" solution in whichever way the authors feel this is best described (more-efficient, etc.). MINOR COMMENTS: * It seems that else at the beginning of Algorithm 3, line 9 doesn't belong there.