Which Mutual-Information Representation Learning Objectives are Sufficient for Control?

Kate Rakelly, Abhishek Gupta, Carlos Florensa +1

Mutual information maximization provides an appealing formalism for learning representations of data. In the context of reinforcement learning (RL), such representations can accele…