Temporal Abstraction in Reinforcement Learning with Offline Data

Ranga Shaarad Ayyagari, Anurita Ghosh, Ambedkar Dukkipati

Standard reinforcement learning algorithms with a single policy perform poorly on tasks in complex environments involving sparse rewards, diverse behaviors, or long-term planning.…