Analyzing the Hidden Activations of Deep Policy Networks: Why Representation Matters

Trevor A. McInroe, Michael Spurrier, Jennifer Sieber +1

We analyze the hidden activations of neural network policies of deep reinforcement learning (RL) agents and show, empirically, that it's possible to know a priori if a state repres…