Predictive Information Accelerates Learning in RL

Kuang-Huei Lee, Ian Fischer, Anthony Liu +4

The Predictive Information is the mutual information between the past and the future, I(X_past; X_future). We hypothesize that capturing the predictive information is useful in RL,…