A Provably Efficient Option-Based Algorithm for both High-Level and Low-Level Learning

Gianluca Drappo, Alberto Maria Metelli, Marcello Restelli

Hierarchical Reinforcement Learning (HRL) approaches have shown successful results in solving a large variety of complex, structured, long-horizon problems. Nevertheless, a full th…