Optimistic Policy Optimization with Bandit Feedback

Lior Shani, Yonathan Efroni, Aviv Rosenberg, Shie Mannor

Abstract: Policy optimization methods are one of the most widely used classes of Reinforcement Learning (RL) algorithms. Yet, so far, such methods have been mostly analyzed from an optimization perspective, ...