On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness

Haotian Ye, Xiaoyu Chen, Liwei Wang +1

Generalization in Reinforcement Learning (RL) aims to learn an agent during training that generalizes to the target environment. This paper studies RL generalization from a theoret…