Reinforcement Learning with Prediction-Based Rewards
I like the idea of having the agent be attracted to the unpredictable, but I guess there should be something to ensure that unpredictability doesn't dominate which action is selected. For an interesting/funny example check their two videos: "Agent in a maze without a noisy TV" and "Agent in a maze with a noisy TV"