Reviews: A Geometric Perspective on Optimal Representations for Reinforcement Learning

Neural Information Processing Systems 

This provides a new conceptual/theoretical understanding of representation learning for RL that all reviewers felt was interesting. The experimental results are somewhat preliminary, but sufficient.