Brian Tanner

Reward-Respecting Subtasks for Model-Based Reinforcement Learning (Abstract Reprint)

To achieve the ambitious goals of artificial intelligence, reinforcement learning must include planning with a model of the world that is abstract in state and time. Deep learning has made progress with state abstraction, but temporal abstraction has rarely been used, despite extensively developed t…