Model-Free Robust Average-Reward Reinforcement Learning with Sample Complexity Analysis

Zachary Roch, George Atia, Yue Wang

Robust reinforcement learning (RL) under the average-reward criterion is essential for long-term decision-making, particularly when the environment may differ from its training dyn…