Ben M Abbatematteo

Effectively Learning Initiation Sets in Hierarchical Reinforcement Learning

An agent learning an option in hierarchical reinforcement learning must solve three problems: identify the option's subgoal (termination condition), learn a policy, and learn where that policy will succeed (initiation set). The termination condition is typically identified first, but the option poli…