On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL

Jinglin Chen, Aditya Modi, Akshay Krishnamurthy +2

We study reward-free reinforcement learning (RL) under general non-linear function approximation, and establish sample efficiency and hardness results under various standard struct…