The Fallacy of Minimizing Cumulative Regret in the Sequential Task Setting

Ziping Xu, Kelly W. Zhang, Susan A. Murphy

Online Reinforcement Learning (RL) is typically framed as the process of minimizing cumulative regret (CR) through interactions with an unknown environment. However, real-world RL…