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cs.LG2022★ 1 cited
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…
cs.LG2020
Policy Gradient using Weak Derivatives for Reinforcement Learning
Sujay Bhatt, Alec Koppel, Vikram Krishnamurthy
This paper considers policy search in continuous state-action reinforcement learning problems. Typically, one computes search directions using a classic expression for the policy g…