MICo: Improved representations via sampling-based state similarity for Markov decision processes

Pablo Samuel Castro, Tyler Kastner, Prakash Panangaden +1

We present a new behavioural distance over the state space of a Markov decision process, and demonstrate the use of this distance as an effective means of shaping the learnt repres…