Quantile of Means: A Bonus-Free Ensemble Method for Minimax Optimal Reinforcement Learning

Asaf Cassel, Aviv Rosenberg

Optimal Reinforcement Learning (RL) algorithms typically rely on carefully constructed count-based uncertainty estimates to drive exploration. Although theoretically sound, such es…