Satish V. Ukkusuri

Can mean field control (mfc) approximate cooperative multi agent reinforcement learning (marl) with non-uniform interaction?

Mean-Field Control (MFC) is a powerful tool to solve Multi-Agent Reinforcement Learning (MARL) problems. Recent studies have shown that MFC can well-approximate MARL when the population size is large and the agents are exchangeable. Unfortunately, the presumption of exchangeability implies that all…