Surprise-Based Intrinsic Motivation for Deep Reinforcement Learning

Joshua Achiam, Shankar Sastry

Exploration in complex domains is a key challenge in reinforcement learning, especially for tasks with very sparse rewards. Recent successes in deep reinforcement learning have bee…