Oracle-free Reinforcement Learning in Mean-Field Games along a Single Sample Path

Muhammad Aneeq uz Zaman, Alec Koppel, Sujay Bhatt +1

We consider online reinforcement learning in Mean-Field Games (MFGs). Unlike traditional approaches, we alleviate the need for a mean-field oracle by developing an algorithm that a…