SuS: Strategy-aware Surprise for Intrinsic Exploration

Mark Kashirskiy, Ilya Makarov

We propose Strategy-aware Surprise (SuS), a novel intrinsic motivation framework that uses pre-post prediction mismatch as a novelty signal for exploration in reinforcement learnin…