Hybrid Reinforcement Learning Breaks Sample Size Barriers in Linear MDPs

Kevin Tan, Wei Fan, Yuting Wei

Hybrid Reinforcement Learning (RL), where an agent learns from both an offline dataset and online explorations in an unknown environment, has garnered significant recent interest.…