Provably Efficient Reinforcement Learning Algorithms with One-Step Lookahead Information

This research paper introduces novel reinforcement learning algorithms that leverage one-step lookahead information (knowing the immediate reward or transition for each action before making a decision) to achieve significantly improved performance compared to traditional RL agents.